{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# ABU量化系统使用文档 \n",
    "\n",
    "<center>\n",
    "        <img src=\"./image/abu_logo.png\" alt=\"\" style=\"vertical-align:middle;padding:10px 20px;\"><font size=\"6\" color=\"black\"><b>第25节 期货市场内外盘低频统计套利</b></font>\n",
    "</center>\n",
    "\n",
    "-----------------\n",
    "\n",
    "\n",
    "作者: 阿布\n",
    "\n",
    "阿布量化版权所有 未经允许 禁止转载\n",
    "\n",
    "[abu量化系统github地址](https://github.com/bbfamily/abu) (欢迎+star)\n",
    "\n",
    "[本节ipython notebook](https://github.com/bbfamily/abu/tree/master/abupy_lecture)\n",
    "\n",
    "上一节讲解根据比特币市场的特点编写的示例策略，本节将讲解量化交易中跨市场统计套利的示例。\n",
    "\n",
    "\n",
    "首先导入本节需要使用的abupy中的模块： "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "enable example env will only read RomDataBu/df_kl.h5\n"
     ]
    }
   ],
   "source": [
    "# 基础库导入\n",
    "\n",
    "from __future__ import print_function\n",
    "from __future__ import division\n",
    "\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "warnings.simplefilter('ignore')\n",
    "\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "import os\n",
    "import sys\n",
    "# 使用insert 0即只使用github，避免交叉使用了pip安装的abupy，导致的版本不一致问题\n",
    "sys.path.insert(0, os.path.abspath('../'))\n",
    "import abupy\n",
    "\n",
    "# 使用沙盒数据，目的是和书中一样的数据环境\n",
    "abupy.env.enable_example_env_ipython()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from abupy import AbuFuturesCn, AbuFuturesGB, ABuMarketDrawing, ABuSymbolPd, ABuCorrcoef, tl\n",
    "from abupy import ECoreCorrType, EMarketDataSplitMode, AbuBenchmark, nd, ABuScalerUtil, ABuProgress\n",
    "from abupy import pd_resample, AbuFactorBuyXD, BuyCallMixin, EMarketTargetType, abu, AbuFactorBuyBreak\n",
    "from abupy import AbuFactorAtrNStop, AbuFactorPreAtrNStop, AbuFactorCloseAtrNStop, AbuMetricsBase"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "算法交易之父托马斯•彼得菲最成功的一段经历是利用当时最快的计算机，租赁独享电话线以保证数据传输畅通无阻，甚至超越时代定制平叛电脑，使用统计套利在不同市场进行对冲策略。\n",
    "\n",
    "这是最有保证的一段量化交易历史，在当时的交易环境下运用高科技在市场中确实可以获利。\n",
    "\n",
    "但是这个策略放到今天肯定不适用，因为科技在不停的进步，技术的不断透明化，信息社会的高速发展，自动化交易占了美国股票市场60%以上的成交量。在美国很多高频交易为了通信速度能有几毫秒的提升，不惜在太平洋底打洞自己搭建通信网络，也有专门提供暗光纤的独享网络商，他们网络的一年租赁费用就高达几千万美元。在这种环境下，个人量化投资者是不是一点机会都没有呢？\n",
    "\n",
    "### 1. 伦敦期货市场和国内期货市场中的金属期货\n",
    "\n",
    "本节示例适合个人量化交易者的低频统计套利策略，目标市场为伦敦期货市场和国内期货市场中的金属期货。\n",
    "\n",
    "如下先获取伦敦的金属期货symbol数据："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>symbol</th>\n",
       "      <th>product</th>\n",
       "      <th>min_deposit</th>\n",
       "      <th>min_unit</th>\n",
       "      <th>exchange</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>PBD</td>\n",
       "      <td>伦敦铅</td>\n",
       "      <td>0.10</td>\n",
       "      <td>25</td>\n",
       "      <td>LME</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>ZSD</td>\n",
       "      <td>伦敦锌</td>\n",
       "      <td>0.10</td>\n",
       "      <td>25</td>\n",
       "      <td>LME</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>AHD</td>\n",
       "      <td>伦敦铝</td>\n",
       "      <td>0.08</td>\n",
       "      <td>25</td>\n",
       "      <td>LME</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>CAD</td>\n",
       "      <td>伦敦铜</td>\n",
       "      <td>0.08</td>\n",
       "      <td>25</td>\n",
       "      <td>LME</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>XAU</td>\n",
       "      <td>伦敦金</td>\n",
       "      <td>0.10</td>\n",
       "      <td>1</td>\n",
       "      <td>LME</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>XAG</td>\n",
       "      <td>伦敦银</td>\n",
       "      <td>0.10</td>\n",
       "      <td>100</td>\n",
       "      <td>LME</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  symbol product  min_deposit  min_unit exchange\n",
       "1    PBD     伦敦铅         0.10        25      LME\n",
       "3    ZSD     伦敦锌         0.10        25      LME\n",
       "4    AHD     伦敦铝         0.08        25      LME\n",
       "5    CAD     伦敦铜         0.08        25      LME\n",
       "6    XAU     伦敦金         0.10         1      LME\n",
       "7    XAG     伦敦银         0.10       100      LME"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gb = AbuFuturesGB()\n",
    "metal_gb = gb.futures_gb_df[\n",
    "                  (gb.futures_gb_df['product'] == '伦敦铅') |\n",
    "                  (gb.futures_gb_df['product'] == '伦敦锌') |\n",
    "                  (gb.futures_gb_df['product'] == '伦敦铝') |\n",
    "                  (gb.futures_gb_df['product'] == '伦敦铜') |\n",
    "                  (gb.futures_gb_df['product'] == '伦敦金') |\n",
    "                  (gb.futures_gb_df['product'] == '伦敦银') \n",
    "                 ]\n",
    "metal_gb"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "接下来获取国内的金属期货symbol数据："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>symbol</th>\n",
       "      <th>product</th>\n",
       "      <th>min_deposit</th>\n",
       "      <th>min_unit</th>\n",
       "      <th>commission</th>\n",
       "      <th>exchange</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>AL0</td>\n",
       "      <td>沪铝</td>\n",
       "      <td>0.09</td>\n",
       "      <td>5</td>\n",
       "      <td>3.0</td>\n",
       "      <td>SHFE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>ZN0</td>\n",
       "      <td>沪锌</td>\n",
       "      <td>0.09</td>\n",
       "      <td>5</td>\n",
       "      <td>3.0</td>\n",
       "      <td>SHFE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>CU0</td>\n",
       "      <td>沪铜</td>\n",
       "      <td>0.09</td>\n",
       "      <td>5</td>\n",
       "      <td>8.0</td>\n",
       "      <td>SHFE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>AU0</td>\n",
       "      <td>黄金</td>\n",
       "      <td>0.06</td>\n",
       "      <td>1000</td>\n",
       "      <td>10.0</td>\n",
       "      <td>SHFE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>PB0</td>\n",
       "      <td>沪铅</td>\n",
       "      <td>0.09</td>\n",
       "      <td>25</td>\n",
       "      <td>8.0</td>\n",
       "      <td>SHFE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>AG0</td>\n",
       "      <td>白银</td>\n",
       "      <td>0.08</td>\n",
       "      <td>15</td>\n",
       "      <td>10.0</td>\n",
       "      <td>SHFE</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   symbol product  min_deposit  min_unit  commission exchange\n",
       "32    AL0      沪铝         0.09         5         3.0     SHFE\n",
       "34    ZN0      沪锌         0.09         5         3.0     SHFE\n",
       "35    CU0      沪铜         0.09         5         8.0     SHFE\n",
       "36    AU0      黄金         0.06      1000        10.0     SHFE\n",
       "39    PB0      沪铅         0.09        25         8.0     SHFE\n",
       "40    AG0      白银         0.08        15        10.0     SHFE"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cn = AbuFuturesCn()\n",
    "metal_cn = cn.futures_cn_df[\n",
    "                  (cn.futures_cn_df['product'] == '沪铅') |\n",
    "                  (cn.futures_cn_df['product'] == '沪锌') |\n",
    "                  (cn.futures_cn_df['product'] == '沪铝') |\n",
    "                  (cn.futures_cn_df['product'] == '沪铜') |\n",
    "                  (cn.futures_cn_df['product'] == '黄金') |\n",
    "                  (cn.futures_cn_df['product'] == '白银') \n",
    "                  ]\n",
    "metal_cn"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "如下分别将两两金属期货进行跨市场配对，首先可视化一下走势，可以看到每一个配对期货市场的走势都非常跟随："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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q09ictuCjf9RCuuObfp0KIiIiIiIaeww+I+QWs4PPyZ7TAIBp/inmMUnUKz4QMhWfRJLB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\nAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11df25400>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from ipywidgets import interact\n",
    "\n",
    "def do_plot_pair_metal(mt_cn, mt_gb):\n",
    "    gb_data = ABuSymbolPd.make_kl_df(mt_gb, start='2011-07-28', end='2017-07-26')\n",
    "    cn_data = ABuSymbolPd.make_kl_df(mt_cn, start='2011-07-28', end='2017-07-26')\n",
    "    ABuMarketDrawing.plot_simple_two_stock({mt_gb: gb_data, mt_cn: cn_data})\n",
    "def plot_pair_metal(pairs):\n",
    "    pair = pairs.split('vs')\n",
    "    do_plot_pair_metal(pair[0], pair[1])\n",
    "    \n",
    "pairs = ['CADvsCU0', 'XAUvsAU0', 'ZN0vsSND', 'AHDvsAL0', \n",
    "               'XAGvsAG0', 'PBDvsPB0']\n",
    "\n",
    "_ = interact(plot_pair_metal, pairs=pairs)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "如果做跨市场高频交易，需要非常好的设备，盯着盘口的数据，快速进行交易决策，且对资金量也有要求，本节的示例为适合个人量化交易者的跨市场低频统计套利示例。\n",
    "\n",
    "注意观察上面的每一对趋势曲线，如CAD vs CU0，你可以发现CU0对趋势敏感的速度要明显快于CAD, 而且是非高频的快，即上面的蓝线在趋势下跌时先下跌，趋势上涨时先上涨，那么就可以认为CAD在非高频下跟随CU0，具有低频统计套利机会。\n",
    "\n",
    "### 2. 趋势变化的敏感速度\n",
    "\n",
    "我们不可能真的用肉眼去一个一个观察，而且也无法量化具体趋势敏感的速度，也即无法确定是否真实存在低频统计套利机会。\n",
    "\n",
    "对于量化交易，优势是通过计算机强大的运算能力，在市场广度的优势下获取概率优势，进行交易，下面示例如何使用abupy中的api计算趋势变化的敏感速度，如下所示：\n",
    "\n",
    "备注: 具体计算计算趋势速度请阅读tl模块中calc_pair_speed方法"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.57260273972602738, 0.52328767123287667)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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2Crq83VHnOJJio8lhj2OrRUREREQkkRIWwKSYkzFhwh8MRNYVF2Vxy6VT+eqtc3CYQiWV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\nQtdlAFKMyWg1Wv7Xqq+g1ShfaafbypibUgDAgM+pej7OtJ8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kctN5YBL0Cei1euweBy7J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CKtjTPUeCzIKsRkJjUwQgghJrWivBR+/e3bx7TvaG19fT4frZ02YmNUPLi2iOgo/+/5iuflyBpB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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11df25748>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "speed_pair = tl.execute.calc_pair_speed('CU0', 'CAD', \n",
    "                                        start='2011-07-28', end='2016-07-26', show=True)\n",
    "speed_pair[0], speed_pair[1]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "上面的计算结果0.57为CU0对趋势变化敏感速度，0.52为CAD对趋势变化敏感速度，即CU0的对趋势变化的敏感度大于CAD，且大于0.03具备低频统计套利的条件。（大于0.05认为具有安全低频统计套利机会，具体这些阀值将在之后的章节讲解）\n",
    "\n",
    "在低频统计套利的情况下将会使用CAD做为交易目标，CU0做为趋势风标，因为它的敏感度高，下面初始化一个字典，key为将会使用做为交易目标的CAD，value为做为趋势风标CU0，如下所示："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "pair_dict = {}\n",
    "pair_dict['CAD'] = 'CU0'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "下面计算沪铝（AL0）和伦敦铝（AHD）对趋势变化的敏感速度，如下："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.61643835616438358, 0.57808219178082187)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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E125fhCO+ImBtUE27dchzZRsT+NjVc5idncxyk5G5ucmYclPIMcZzoqqFJ147\nir3TyfPvnWRjYQlrV01n7arp7DX3nLf3QqHvnG4LvbGwZEBLZxERERGRszEpApiGDhtlrZW0drWf\n+eAR2GP21ohcceE0/7b5pzMNcDr4WL8PS3kTjS0OUhK89SKOLtewr1GQn8oli6b6X999vemsplz1\nzq6UuQ8O2O+rDRrOOXzB0NXLcjHlpRAb7Q3Mmtq6+OdfbaW4qoWGFgeWsiYK8lKZ1msRzWxjAp+/\neR7Rhgiq6tt5dH2Rv8PZTwIEfyIiIiIiIzEpApjEKO8DdFt326ie19f9KykuikUzvQXpe3plGwry\nU1m1sCf4+NzNBdz/yaV8ae2CEV3nw+P1RISHcfGCzD7ZjLP17aVfJToiyv967cwb+M1Vjw27sUHv\nqWXr1szk09f3ZKJm9Gow4Au2+q+nE2WIYNGsNNo7nVzbq81yZEQYpryUs/5cIiIiIiITuguZT6Ih\nAYDWrtENYPq3Mf7BH3dhbbTT7XRhiIwA4P1DtQCsnJfBgZON3LZ6xoivc8nCLL52+yLCwqDoWP05\nj9tiO0FeYg7REVEcajAPmE42Ur5MFIClrMn/816zlexBPu+yuUYOnqznr5tP+Ld1drk5cqqRiPCe\nuFkF/iIiIiIyEpMigEnwZ2BGdwqZjy+QWTwzjTfq27GUNbFwZhoA7acXbPzktXMxlzVRVd/OxsIS\nTHkpXLU0Z9Bz+ng8ngEZjHO1u6aI1q42PrH4nlEJYLKNCf5xPffOcf+aNHuGyBYtMxl5t6iC4qoW\nwsPC+OE9y6m1dfDy9lN0OpxERoYTFRmhAEZERERERmRSBDCp0SlkxWcSGT62H2epyUh1o53GVgcA\nLrebuqZOstLiSIyLYkVBBgdO1rPHbOVkVfOwApi/vXuCfZY6vnDrfObmnvv0qmZHC/utB3F5XByo\nP8KtM68nN3F4C3EOpndQ9bGr5wTc3pu51MbGwhKOV3jbLKcmRmMutbH/eL1/m8+j64vUallERERE\nhm1S1MDMS5vLDy76V5ZnXjCm15mdnUynw8mOQ971VsqtbTi6XczJ8QYe5lIbr+0oBbytlx9dX3TG\novXth2qob+kkOT5qyOOGq7ByJy6Pt4nAplPvsib7EhakFYzKuYerfzvlb9+1hOtW5vXZ5pOVFhfM\noYmIiIjIBBfx0EMPBfuaD9nto9fuOFjMpTaeeO0olvImGlo6OVTcwJTEaOJjDFwwJ52stHjSU2KZ\nmZXE5tPKWDGhAAAgAElEQVTrx3z9IwuZnZPS5xz1zZ2kp8RiLrXx2xcPUlnnrdupsLaRnhxDekrs\nWY/R6Xby1JG/4DjdTrrb3U1bdxvpsWkkRiWcw6cfuXeLKjDlpWDKS6G6wU5BXqp/mwcPSfFRtNi7\nOFXdSk2jnYyUWP93I2MnPj6aifj7JxOT7jcJNt1zEky638ZWfHz0w4PtmxQZmG5XN7/Y9xueNW8Y\ns2v0zypERoSRlhzDpQuncuEco3/7HrOVmVlJQM86KD6910MpyE9l0aw0/76zbZ/cW5H1AC39Ghns\nqN7Lz/c+fk7nPRu+xgfr1sz0t1n2bbt6WS6LZqZhTI7FA5ysauHxFw6w/q1jWvRSRERERIY0KQKY\nyPBIyloqqGitGtPr7DFbuXXVdNKTY7CUN/PEa0cHLNCYbUzghovyiIoMJ9rg7VRmLrX1WQ/lwSd3\n83JhMX975xiREWFctyJ3VNonb6nYHnB7l7ubbrfznM8/EoEaE/Rvz/z12xf5j+lwuKisb+c/ntvP\n/71pCepYRURERGTimBRTyMLCwiis2oXT3c2VuWtG9dy9tXZ0c/WyHJLjo9hrqaPD4aKhpRNzqc0/\n/Ss7PZ6M1FhuuiSfC05nZuqbO4kID8dc5s0stLZ3Ye90EhERzqeuM3H9yjxa7d1k91oQ8mysmnYR\nU6JTOFB/hE8W3MFXFt+D1V5HVXsNa7IvJiYy5py/g9Hkm1KWlR7HqZpWADxAW0c3h0saMabEjssp\nZb2nAk40SndLMOl+k2DTPSfBpPttbA01hWxSdCEDSDTEU9tx7muoDMWXQVg5P5PKhnZe2X4K8E7/\n6h18REb0TWy9sLWY4ipv963s9Hjqmjsos3qnem0uqiTpdAez0ZAZb+TynFXkJno7oMUbTreY7mon\nJTp5VK4xWnztmV/aVsxyk5GEOANb9nuzaEtmp427zmS+qW0vbC0mPAzuz18W4hGJiIiInH8mTQCT\nEJVAeVsVXa5uoiIMY369MODa5TnEREcGXNBxx+EaXtleQmx0JCXV3uzClKRoPnntXEprW/nru94F\nHvsHP+dqZvJ0ZiZP979OMHi7fI3VGjnnov9CoS9tK2bBjFQOl9h4/1ANN18yPbQD7Gf9W8eotdlx\nujzAwBbQvgBnvAVeIiIiIpPJpAlgpiVMxeFy0OXqCkoA03txx0ALOnY6nNQ0drBq4VR/APPNO5eQ\nY0zAXGZj7arpxMdHD7ma/dlodrQSb4j1r4mzIK2AOEMcxtj0UbvGaOsfyDy6vogow/gpzzKX2nhx\nWzGV9X2DwGtX5PYJVno3aBARERGRsRHm8XiCfU1PXV1rsK8ZdOXWNh58cjfhYXDLpdMBb63Obatn\nsMdsZUVBBkZjIq9vOzlq08cAHt7xGB3OTn625oejds5QGG/ZjGPlNn62fj8A86encuSUjdzMBD5+\nlXdhz42FJVjKmwAw5aaM28U5jcZEzoffPxkfdL9JsOmek2DS/Ta2jMbEsMH2jZ8/c08i5lIb6986\nBoDbA7uO1FKQl+pvJxyoQ9dgSprLONxgHtY+j8dDo6OJ1JieWpdut5OqthoaOhrP+vOEwsbCEp7f\ncjLUw/A7csqbNVtuMjI7O5kHPrMcl9Ptz7rMzev5zkejJbaIiIiIBDZpAphD9Uf5ya5fUmQ9EOqh\nUJCfyqd6rRnz2ZvmUZCfelaZli0Vhbxw/FVcbteAfZtKN7Oh17627nacbidTYnoenq32On6y+5e8\nXfbeWXyS4Ovdcrq4uoWfrd8X8nVhPB4PTpeb61fm8bXTrZ//9u4JqhrsWMqb+NXzH/LK9lIALp6f\nycuFxew+WhvKIYuIiIhMWpMmgHF53FS113CkYXysIbLHbOXWS/O5+eJ8jp7lA3izo4X91oPU2K1s\nq9zZZ99+6wEO1B+mtte+xk7vdVJjUvzHJfi6kI3DIv5A+i8YevmS7JBnM6ob7Ly+s4yn3vBmu9at\nmdlnjF3dbgCMKTEsmjWFveY6ntZaNiIiIiJjYtIEMIlRCQAcqDscMFsRbNnGBG6/bBYfvWKWf+rY\nSBVW7sTl8X6WDcdfYXdNkX/fC8df9f/8eslbtHfbsXV6azCmRPcEMPH+LmT2sxpDKOwxW1kyO83/\nc6gdLvFOv5s/fYp/2x6zletW5GLK7Zk6duul09n6QTUeoL3TyYNP7g559khERERkspk0AYyvyqfd\naR+QrQiFkdS5BOJ0O/t8Djdu1pufx+V20exoodHR5N/X7rTzWslbZMQZuXH61cxK6elqFhkeSUxE\nDO39MjBD1daEWrYxgZsuzgfAw/CbTJhLbWMSMOw6PR1sQa8AJtuYwMeunoMpL5XlJiNrV02nocXR\nJzOTY0wIefZIREREZLKZNG2Uez+Mv17yFiumXujPPgxHSXMZdqedBWkFYzG8ESuyHqC1u63PNqfb\nyROH15NoGJjR2Va5g8uyL+GWmdcP2JcQFU9bV99zbakopKK1ioLUOUSER4zu4M/RioIM2jq6AQjU\nJG+wDmVj0cbY6XJTUt2CITKctOSYPmOEntbP4M3K7DFbueWSfP6xq4wDJ+vxeDyEhQ3aRENERERE\nRmhSBDBOt5PtVbv9r30Zibvm3jbsc4y3B/otFdsDbv+w7hBR4QPXuXF73Pz58LNck38FyzKW9Hlo\nvnnGtf6fS5pKKWkpY7/1IC6Pi22VO7kid9Xof4BzlBBr4OZL8snLTByw7+9bTmCICOf+/GUAbNpd\nxvZDNZRbvUFa/wUmz5a51MZf3jmOxwPdTnfA8wbKtK0oyKC60c4+Sx01jXay0kZvoVIRERGR892k\nmEJWZD1AS1ffPtzbKndQ0z68+omhiuVD5b7l9zInxfuX/URDQp99XW5vdmJh2jymxU/lp6se4DdX\nPUZDp40/HX52QA2QMTadeEMcTreTp44+x4YTr/hra3z1M+PRRy+f1SdAMJfa+OnT+yipbuVYRTM/\n+OMuNu0uY//xeiLCewK2my7JH5UsTEF+Kl+4Zb7/9XDaI/vGe+ul03n4cyuZOmX4WUARERERObNJ\nEcAEyla4PW42nHhlWO/vXSw/Xh7onW4np1rKSY1OHjCVzMdsO05Vew02h41mRwt2ZwcAhVW7+hz3\nVulmnj76Nx7a8Rh1HQ199vmyVeNRt9NFubWN9k5vwFaQn8pnbjD591ttdl7cVoylvIlTNa3ERXsz\nZ1s/rBq1MeyzWFm7ajprV01n7wgaCuRlJpKbkYClrEmF/CIiIiKjaFIEMPctv5ffXPUY31/5bZKj\nkrgm73J+c9VjfH3J54GhC9adbmefAGi8PNAfs51kdvKMIUvYnW4nAE2dzbxbts2/vXcQ1uxo4UD9\nEVq72rD1KvzvbSTZqmDasr+KB5/c7e8CBt46k0sWZBJlCMfp8uA43cIY4BPXegvou53uAec6GxV1\nbRRXtbDclMG6NTNH3E3uWHkTv3v5MC9sPTlmDQZEREREzjeTIoDxSYlOormrhcq26j7bfYtBnmwq\nGRDIFFkP+DMXPuPhgX5XzT5sjib+/ZL7+c1Vj/Gbqx7jM/M/FvDYkpYy3q/e43/dOwgrrNx5xk5e\nI8lWBVNWunf6VVV9Twe10tpWOrtc/NvHLvBvK8hL4boVuVQ32AkLgw6HN7A716Bhr9nKoZJGqhq8\n1x9JNzlzqY0nXj1CS3sXJypb+NXzH/KXd46d9VhERERExGtSBTBxhjhSo1P6BDDNjhb21X5Ijd3K\nHw4+zd+PvdynRuRcp5+NBW9NzoEBNTmDFfbvrN6D3dl32tu2yh1UtlYPmE7WnzE2vU+2ajzJmuLN\neFQ39Hy2+uZOjpTaOFjcyNpV01luMmLKS+VjV88hLzOR7PQEGlsceDweNhaW+DuTDZcv6DGX2nj/\nUA2REeEsmpk24rEX5KfyxbU99TNd3W7Kre08ur5ImRgRERGRczApupD1lpOYxcH6o7R2tZEYldAn\nA9Ha3UZrdxtvl73H9dOvArzTz35V9DuONxUTHhbO41f+LJTDB7zBh8vjnQbVuyX0fcvv7XNck6OZ\n//nwyYA1O26Pmz8f/cuA5gb91XXUs7tmPyunXjh6H2CUTEmKJtoQQfXpDIjT5aamwU7+1ERyjAn+\njIhvscsVBRnMn55KWW0rjz27H0u5d8pc7+5hg7Vg9vEFPF1OF/XNnSyelUZs9Nn9mhw6HWRV1bez\n11IHwPSsgV3VztWZPpOIiIjIZDLpApjseG8As71qF9fkXc62qoFdxd4p28rq7Iv968T4CtvdHjcO\nVxfREVFBHXNvTreTrZU7/K+HagmdEp3M91Z+a9BzPbb38YDb56eZ+PqSz7OnZj9vnHqX10veYlnG\n4nHRPrq3sLAwUhKiqGqw43Z7qGm043J7yE6PH3Sh0PgYA/Pyp5AUF8UDT3hba8/LT/U/3PfPyPi2\nm0ttbCws8Qc9PlabHXOp7ayCg+zTQdZL24pZ4HDidHnYa7ZyqronqBzqvIMFJv23v7itGKfLzZ1X\nzB70nL73GI2jH0CJiIiIBNOkC2DmpM5iT+0HvF+1m5SoZFq7Bnbw6h0UuNwuIsN6HtzbutqIjp0y\n4D3BUmQ9MCCj4lukcmr84DUY5sbjZMYZSY1J8W/rn7Hpb27qLJ4++rdxvR5MREQ4mamxuD0eKuu8\nmZgcY8Kgx7d3dvO7lw5R39zJDStz2by/klfePwVhHvZZ6v1rxTz+wgHSk2N5+HMrAe9Df2KcwR/0\n+Hx13UJyM87uob/3YpcFealsLCyhocVBQ4uDX284gDGl5/qBDLYwZ+8gbGNhCccrmgH4j+f2Y0yJ\n5ZEvXzLoudYszzurzyIiIiIyXkQ89NBDwb7mQ3Z715id3BBu4B+n3qbdaaeitZIOV2fA48pbK1ma\nsZik6ESuzF3N0ozFXJy1nPS4dCLCglMaFB8fTf/vYr35eZodLX22efBQ39nAyqlLB5zjL+YNPHXk\nr2yv2kVNuzXgMYN5p+w9jjWdBKC0pZxLp60kKmLgIpmhYC618cRrRzlV00pbRzfHypuIiorA3tnN\n6kVZpKfEBnxfRHgYT75mpq3TSU1jB1cvy8FS1kStrYPY6Eia2rzft9PloaW9C3OpjfTkGOqbO3l+\ny0kyUmNJSYjGmBzLqkVTqWnsoCDv3KZmZafHk54Sy4ysRDbvr+xz/SKLlW6nm1nZyQM+u6W8iYaW\nTv8Yi47V8X9vmimubqWhpZP65k6WFxg5WOzt0uYB2jud/uPTU2LZtLuMP//DTEmN9z07DlXjcDj7\nXE9krAT6b5zIWNI9J8Gk+21sxcdHPzzYvklVxA9913TpdHXx40u/R35S7oDj+hfqZ8Vnkp+UiyE8\ntEmpf136NWIiYjDGpvm7jw1VZN/h7KTjdBe1oTI0/Tndzj4F/uOlfbRPQX4qd1831/86IzWWdatn\n8O+fv2jQaVfmUhv/8ZcP/D3X3B4PsVGRREaEYWt1cKqmlbSkaJLieoK0T143l4L8VF4qLOZ4RTOW\nsiZWFGRw1bKcs2qdPJQ9Zu+aMnNze4KHzm4X+4/X9+mYVpCf6m8JDbBktreJgHfBzp5f2Y9cPtMf\nvMzMSvJv773g5v7j9URG9rynrb2L/cfrR+0ziYiIiATbpMrAON1OnjryHA6X9/zd7m721X5Ap9PB\nz9c8xC0zr2d39T4iwiL4zyt+zMqpS9lZvZeXi98gNjKGE02nCA8LJykqOHUCgSL34uZSYiKiWZqx\nmJzEaWc8R0lzGSUtpQBcOm0luYnZw7r23toP2F1T1GebLyuVEDV6D+3n4t2iCkx5KbR2dHG4xEZE\neBgeD4NmX/pnOb54y3wuvyAbl9vjr2357ieWEh0VQX1zBx0OF9UN7RQeqOZYeTMeDyTHR3HlhTks\nmZ0OeLMno6W1o5url+VQ39xJa0c3rfZu7J1OGlo6KTpeR3FVC1demE1zexeb9pSRHB9FTWMHR8ts\n7D5qxdrUQVNbF7HREThdHoqrWogyhNPW4eSC2WlMSYzmwrlGth+s5lRtC89sslBmbaO5rYv4mEic\nTjd2h7NPVmew77I3c6mN+ubOYR0r0pv+OinBpntOgkn329g6bzIwRdYDA7puNXe1YgiP9BeoZ8Qb\nae1uw366zqSkxbvIZWVbNevNf+dIgyXo4+5tW+UODjUcZXnmBWc+GPrUvEyNzxz2dcZj++j+so0J\nrFszk6+tWwTAi9tK+MOrR4Z8zx6zlVsvnc4NF+VR2Wv9mFWLpnLzJfnsP15PtjGBb965BIC6pg4W\nzuypefrybQvHrJtX75qYH3/hIr62bqF/X4fDRbm1jR/8cRe/f/kw7xZVMjsnhYRYA243dPVanPO+\nj19IamI0VfXtOLpc/Nc3VjM7J4Wv3b6IhTOmcKikka0fVFHX1DN98v67l/HNu5b4X09Nixv2uPu3\no9ainCIiIhJKk6qIf7B1Urrc3f6fp8ZlcKTBQq29jhnJ+dTbvR3IZiR7i5sDFf0HS7OjhSLrAdwe\n97CL6lOje6YjTY0b/hQyX4F/e7ed+7Y9REHqHO698IsjH/QY8j3wt7R3EW2IwNHtwtbq6NMWub/s\nAO2VfYGQb5tv/8IZUzhyqpEXthYDsHRuOuZSG6bclAHnHYvPVVHXxo0X5VHf1MGe022WqxvaqWlo\nJz4mkmuW5TA3N5mfPu3NlC0vMDItLZ6391YQdXpa2MmqFn7x3AfctnoG4J02FxMVQWeXdxplYpyB\nRTPT2Gu24vF4uOnS6WzaVcruo7XUNNjP2AWtd2e2H/xxF5ctzvJPQVPbZhEREQmFSZWBuW/5vf6a\nkbxeU6muyOkJBDLijISHhdN0ulC+rqOe5KhEpsR4/wrf1t1OqGyr3Im71/ovgdZ36c8Yl054WDhR\n4VFn1f453hBHZpyRUy1l/muPNwX5qXz9Iz3Zit41Hv0Faq8caJu51Ibd4cTtAY8HpiRGc82y3FGt\neTmTbGMCd145m6z0eObmJpMYa8DjAbcHogwRFFe1+NeSWW4ykp3uDcQWz07nq72yN3efruMBmJc/\nhU/2qp+57xNL+cIt85mWHk+2MYHVS7LJn5pIh8OFpbxpyIU1C/JTWd7ru6tpbGfD1mIs5U1nfK+I\niIjIWJlUAUxvC9IK/D9nJ2T5f7546jJ+dflPuDBjEd1uJw2dNmIj40iM8rbmDVUGxul2UljZs2bN\ncIvqEwzxhBFGl7uLbZUD17wZjrWzbuTmGddyuN58Vu8PhhMVzaxdNZ21q6az93Rm5VwU5Kfy2Rt7\n7pFv/dMFFOSn9gl2xlrvKWX3f3IZ932iZzHRz988j4L81J5pdLcv8gdXKwoyKDpWx3Urcrl6abZ/\nkUyfuqaOAd/VioIMVhRksGh2Ovfc0PO542O9SdhA08Le2FXK+reOYUyJISYqArcbuntNZfvI5TOV\nhREREZGgm1RTyHpbkXkhu2qKaO+2M61XAGPo1SbY3m0nLjKWlq4WIsMiiAo30NYdmgCmyHqA1n7X\nHs76L727rr1e8hYrpl7oX6BzuC4wLuRPh59le9Vu5qeZxt2ClhB4ati58nUFA9hrtpJ9ehpWsPX+\nXL7xHK9oZv70KYMu2DnU93Gm72qP2cqtq6azZX8lRcfqqWvqJC46Eg+w7vQxc/NS/HUvX123kMjw\ncH74pHeNnPzMBCLCwyk6VsecnLGdbiciIiLS36QNYGIiY2h2tODyuDhQd7hPPcnGk/+graudW2Ze\nh8PV5V/I8RsXfpkEQ2g6cA1VVD9YC+XBWiHfNfe2EV3b1tk04tqbYBvsQf5cjEVQdC5GMp6hvo8z\nfVfZxgQSYw18eKKeVnu3f3FPgF9vOEBCrAFHtwtHtzfb8td3TpCWHMPaVdOpqm8n25jAbatnjIvv\nTERERM4/kzaAGSozcaDuMDV278NX72MevOS+EWcvRst9y+9l48l/sKl0M9+88CvMSZ15xvcE6ro2\nnKxNf9urdvWpvTmbLM5ENBZB0bkI1nh85/7iLfN54IndffZ1drn8DQB87r7eRFV9e5/gyuV2kxRn\noNvpwhA5/jJ2IiIiMnlNyhqYMy3S6OtK9n717j7HrDc/z7vl2+hyhaan92XZl/CVxfcMa/0XGJ1W\nyE63k+1Vfb+H8bSgpYyd3gtrmnJTuOLCnvsuIzWWmy/O99fR9A+uXtpWwqPP7mfT7vJQDF1ERETO\nY5MyAzNUZiI2MgZbZ1PA9x2oO8yHdYdYlDYfY1xaMIbaR2pMSp91Xc7E1wr5XIxWFkcmHt+UNd9U\nsMq6NpabjExLj6eqwc5Hr5gFBJ7OtmhmGq/tKOXtfRXcfOn0YA5bREREznOTMgMzVGaisHInHjwB\n3+fb3r+YPhjcHjdbKrZT3Fwa1OtOhAUtZWz0bjO9oiCDbGMCX7t9EevWzBxyOpu51OZfO6e5vYuf\nqZ2yiIiIBNGkzMAMlplwup088P4jfbZdnrPKX/T+dtl7vHjiNdp6tVIuaS7D7rT3acs8Fpoczfz9\n2EaWZSxhZnL+mF6rN993VWQ9wBOHnuGjs2/hqrzLgnZ9GT+GW4NTkJ/Kp+IM/vqZa5bnqJ2yiIiI\nBM2kzMAMZrDpUjXt3ikyiYbTa8H0ysBsqSjkheOv4nL3LWwebVa7d3XzjLj0Mb3OYOamzuJbS7/K\nxVkrQnJ9mVj2mK0sneu9V9/bXxXi0YiIiMj55LwKYM40XSohyttCubWrHYBmRwtFtR9SY7ee9SKR\nw9UTwBjH9DqDSTDEMztlBnGG2JBcXyaWbGMC99w4j2/csZiLF2SGejgjFmjhThEREZkYJuUUssGc\nqeh9ZvJ0Pj3vnzCEexe73FJeiPt0XcxYtxe2dnhXUzfGhiYDA3C4wUxVWw3X5l8RsjFMBMGaVjie\n+aaYXTA7dPfr2fAFLb5FOjX1TUREZOI5rzIwZxIbGcORRguvlWzC4XQM2Yp5tJU2e9vRhmoKGcB7\nFe/z0snXsXfbQzaGiSBY0wonAmtTB69sL6G0pvXMB48Df3n7GI+/cABLeROW8iZ+tn6fMjEiIiIT\njAKYXpo6m/1Txp6zvIjd2dFnf+96mdGWFJ3IlJhUYiKix+T8w5F5evparb0uZGMY75odLRRZDwRl\nWuF4VdJcxuEGMwDV9e28uK2EN/eUBTx2vEzVMpfaeHR9EeV17XQ4egLPFfMylYWR89p4+R0VERkJ\nBTC9bK/a5Z8ytqd2/4D9Y9VeuNnRwsH6ozR22kL6UKwA5sw2lxfi9rgB77TC9vMwW9U7AzU317tu\n0QfH6wMeu7GwxD9dK5QK8lO5+7q5/tcZKTEAFH5YHaohiYwL4+V3VERkJBTAnOZ0O/tMGfPgIZww\n5k2Zy0VTlwHw/ZXf5utLPj/q195cXojL4/2rcCgfijPjvHUNh07/dV36crqdbK/a7X891tMKx6Nm\nRwv7Tmcpnz/0Lr9+/gAAnV0ufvp0z3SsTbvL+MEfd/qnaj06DtaK2XWklutX5rLcZOTiBVNJjDNQ\n19SB2xN4XSiRyWzT7jJ++MSucfU7KiIyXApgTgvUYtkDXJd3BTNOr8tSMgaLTDrdTt6vHh8PxVPj\nvQHMkQaL6jsCKLIewO7sG1yO5bTC8Whb5Q7/gq97mwr56FW5/n25mQn+6Vi7zVZqG3u+q4vnj4NO\nZWFhvLm7nBlZSWQbE1gyK53Y6AhsLY5Qj0wk6IqO19PQ696/+3qTplOKyIShAOa0QC2WPXjYVLbF\nv7DkPuuBUb9ukfXAgIxLqB6KXW4X4WHhOFyO87a+YyhnasM92TndTrZW7vC/tjs7eN7yD266OI9o\nQzhHShrZtLuMnz69l+KqFlxuiI2OYPrURJ7eZOGFrSdDOHoIO/1/s9LjWVGQwSeuncPnbp5HXVPH\nkO8TmUx89WDHypvocDgJA/IzE3jvg8pQD01EZNjOqzbKQ+ndYrnO3sBDOx8FYGHaPLLiM5mbOosm\nRxMut4uI8IhRu+5QD8VjMV1tKNurdvWp7xjLttET0X3L7+Xdsq00dbWwMG0eeYk5xESGrumCT7Da\nOgcKtivcR7jnohu46eLV/PTpvew8UktTW89fdT9+9Rxe3n4KtwdOVLbw6Poibls9IyR/6T1e0UQY\nMCcnGYCYqEheLjyFB7hff3mW80RBfipxMZE89Kc9AFy1LId39lUwKzs5xCMTERk+BTAB7K7Z5//5\n9ZK3ME2ZzcmmU7g8LrZV7uSK3FV9jj+XB8j7lt/L5vJCnj/+Mp9feDdLMxaf8/jPRv8aIN9Utrvm\n3haS8YxHHo+H10+9TXJUEh+ZfUuoh+O3paKQitYqClLnjGpwPfA6gbKUbv7v4At4Tq6kqqEnuMkx\nxnPhXCMNLQ7u/ehiHnzSO03ysiVZIQleup1uTla1kJORQHyMAXOpjY2FJVjKmwD40VN7uPOK2ZpC\nI+eFrR9WAZCbkUBnlxPwBvQiIhOF/ovVT6AH+aeP/M1fZP9qyZsDMhPn+gDZ1t0OQIIh/hxHf/YC\n1QBtq9zBZdmX+Gtjznc2RxMdzk7mTZnLB9aDOD0ulmdeENIx+do6uz1utla+z5W5a8bsWr2zlM8f\ne5m27nbuWfBxACpntfHAE94g5ZIFmXzx1gUA7DFb2WexsnpRFoUHq/nLOydISYxmXv6UMRtnIO99\nUEm30+3vmlaQn0pinME/5gtmGxW8yHkj2uD9/1Mr52WQGBfF9oM1VNW3h3hUIiLDd8YaGJPJFG4y\nmX5nMpl2mEymLSaTaXa//Z80mUxFJpNpj8lk+urYDTU4Aj3Il7aW+3/ucHb2KbK3dTb5uzKdbd3I\ntXmX88OL/o38pNwzHzxGzvf6juGoaqsBYFp8Fs9ZXuTlk2/02d97fZRgKazc6Z/29/LJNwftYDca\nY+t0dtLW5X3IKWkpY5/1Q7rd3r/e7jFbWbtqOmtXTScjtSe4X1GQQbYxgc/dPI/lBRm0dXTz3Dsn\nhlx7YizWpdh1pBZjSgwXzetpJrDHbGX14iwADpwM3AZaZDK68eJ8vnnnEpabMrhsyTQSYg1UNSiA\nEc6wG7MAACAASURBVJGJYzhF/OuAGIvFcglwP/CLfvv/A7gGWAX8q8lkmtB/xgz0IN9f7yL7V4s3\n+bsynW0L5JjIGDLjM4iOiBrxe0fLfcvv5TdXPcZvrnqMm6ZfA8C1eVcMqw4nFA/uoVDZ5l0zZFrC\nVKbGZ9DYaaPL1eXf33t9lGDony3scnfx5yN/CXjsuYzN9++7qXQL3y18mF3V+8hNzMbtcVN9OqjL\nNiawbs1M1q2ZybT0vpnEFQUZmEttNDZ3AlBubePxFw7w7DvHAl7v+fdOjmhdijMFQ4+uL+JkVQt1\nTZ1seO+k/9hsYwIfv3oO4G0DLXK+SIg1sHhWGplTvH9smJYeT52tg65u/R6IyMQwnABmNfAGgMVi\n2Qks77f/AJAMxOBt9DOhF1Xo/SD/m6seC5gV8WUmnG4nB+oP+7efbQvkwsqdbC4vPKdxj6YlxoWA\nN1AbzgNvsB/cQ8Vq9/6VPjthKlPjM/Hg8S/62exoYb/14Dll4kYqULbwSIPFnynyaeyw+bOEm05s\nHfF1NpdvY8PxV9lb+wHgDeByE6cBUN7q7Vy0oqBnmmHvn30K8lP57E09NWIdDhcV1nYeeaZn7Rhz\nqY0fPrGL4qqWEa1L8VJhMc++fQzPIOu55Bh7AqrerWJXFGQQGx2JMSWG5vauQd8vMtnsNVv7ZB0/\ne1MB//mN1UQZxq6GTkRkNA2nBiYJaO712mUymSItFovz9OtDwD6gHXjBYrE0nemERmPiiAcaKj+/\n8XsAVLXU8M1/PMxVMy7lKys/BcDWU7uwO/u2YC2s3MG6RdeQnTR1WOc3GhPZuud9Whyt3LX0xtEd\n/FmKiPdOs+l0OdjfvJ8b51456LG2jmb21x3E5Xad8diJ7pYFV7Isbz6m3DxOdeayrXIH9ogWjMYC\n3j24xV8n9Y/St7lxwRoSose2pmn7B4EDpSePPMN/3fyw//ULezb6s4R/P/waa25aOeyx1bbWsc/6\nYZ9tNc4qFufO5VkzHG02s+6Ca4Z1rreKKvn4dSaa2xy8/v4pAKKjI0lJicNoTMRoTOQvm0/4j//G\nxy4kb2qS//XBEwOneT27ycyxcu9/nn7wx13ce9eFLJqd7j/2hcISTpQ3ER4exk2XTudoWRMXzOv7\nu7lqSTbNbQ5SUuP1ADcGJtJ/788Xf//fHbjdHv78wxnA5Ps3mmyfR8Y33W+hMZwApgXo/a8T7gte\nTCbTYuBmYAbQBjxjMpnutFgsfx/qhHV1rUPtHpecTu+DTW1Lo3/8rxx9Z8BxLo+bP+x+blhTr4zG\nROrqWmnqbCHBkDBuvpfXins+198Ovsq8hPmDtlN+rfhtf+blr2c4dqJ76fBbVLRWYYqbR4LH23J0\ne3EREY4YXjG/7T/u/7P33uFtXFf+/guAvfciik2FpKrVLZmSZctVLpKd2E5Ze+Nk09aJN937yzfF\n3k2yibWbTXGcbIqTuCZxlWxJtmXZalSXSIkq7B1sYAFBEh2Y+f0BzhAgAPYCUvM+jx5h2p07mOHg\nnnvO+Zx+m5Hnz7015Qpu31j1GH+6/BIlulJuml8ohz8aLH3Ut7QTGRyBQ3BwvGFQVW+sfXu31ttj\n89qlffy/679JsDqYis5a2tp7RiVeERcRzPqCFHYfq2XN4iSqmg1cruniN6+W8OMvbKS5o5+mtj4S\nY0IpXJHOgZP17NycKx///N4rHu3t3JzLhvxkLtd0AaDvtRIXrqGjo4/fvn6Bdr0Zu8OVH5QaH87S\nzDj6zHavv7Mdm1x1ngw9Yw//VBge6R2nEDjYHU469Wbys+Lke9NrsnG4uJm0xAg2LAmAorMTQHnm\nFKYT5XmbWoYzDkdjwBwH7gVezc/P3whccttmAMyAuaKiwpmfn68DZnUOjD/CNKE8ufE7xIYOauW7\nqzKNF0EUMNnNpEUExo/GWOSUvQsbzl3p5TpDI+fbLyIicqz5FBvT17E0IR9tfwtvVu/FJtg89p8O\nBTdRFKntqSM6OIpityKrJodZvg/FulIsTsu4+jb0WZAwOky8U/u+69l1mH1Ki/tCCi3LSI6iICse\nfb+VPpOdli4TT/zuBDGRrhywT92ax6rFSRwucYWnHTjTyPHLbTTp+j3ae+bNUoI1anYU5lDeqKey\nycBv37qEwWhD2+GZkPzY/SvISPLvdRJFEZtDkNWZFBTmKjq9GRGISOjnSlc5yxILEAWR3UV1LMqI\nmfUGjIKCwrXBaHJg3gIs+fn5J4BfAN/Iz8//dH5+/hcrKioagN8DRfn5+UVAHPDXKevtDKJSqUiJ\nSPZKtD/TVswLV//BH0qfZ9e5Z8YcR2+0mxARiQ6ZOQlld/zJKUuiBUP3lSSgR9p3tlPUfMpDrEFv\n7aFCX027qcNDpU5iOhTcLnZcwWDrIyEszu89m4i63Pn2i17tSpxqPSuHzI1VvGJ9QQoF2fF87q4l\n8jpRdHlQMpIiWbUoif/4y1l2H6vjakM3JVWdaNQqr3bMVie9JjtX6/Vsvz6bsBANV+o9c2Y2LUtl\nR2EO58r9P5P6Piv/9qtjPP/e3BeiUFBo17vCng3hFXLuYkxkCGoVNLT3j3C0goKCQmAwogemoqJC\nAL48ZHW52/b/A/5vkvsVkJxvv0BDn5b7Ft6FWuWy/WoM9ZxuO096ZCqtxnZOtJylMGPDqNvss7l+\nMGayBow7ww14h4bFHW4a/b6zGV9iDe61gSTCg8LJiEyj2lDHf295iogpDqU72HgEgF6b96BDug/f\nWftVnjj2FOFBYfTZ+kmJSuK7674hK4sNV3z1QMPhUfVjvEVPz5bruGF5Klfr9XT1urxEyfHhVDb1\nkJMWTZOun1++ehGH02U4JsaEEhqiQaNW43QKcuHMwhVphAZriI0MoV1vpklnJDEmlMTYcFLiI9i5\nOZezwxgwsVEhOATRy8OjoDAXadebINhCm7MGwSTw55K3aK4LQxAjEBwCP3vpPPdtWaDURVJQUAho\nlEKWY6Ck4zIlulJuydxKbKgrLs9sd81mrUxaRquxnb1177Mxfe2oC1qmRabwX4XfR6XynmGeCdzD\n4swOC985+iRqlZovLf+M176fyL+PXeee4Yb09VT21GK0G9m15SnZuJsrFOtKvcQafHldzA4zNsHu\n2t6rZUli3pT0p87QSIe5k/reRgDWpKzkY4vvAWBPzbscaDjEV1d9niUJeYiiyP+3/uv02/t5p/Z9\nyrorOdNWwuXOq2j7hy++mhubRZupnS8sf4RVKSvk9Wfainn+6t899h1PyJwkvdzcMVgE85E78ukz\n2qhvc3l+JOMF4OsPrZKL7TV39NPQ1kdMZAg9/Ta2rsrgqx9bIbfz9YdWkZEUKRsuvpTRJNQqFfOT\nI6lr6eVybRfLFySO+hoUFGYbuQucZDvK0Vld+WEXDWeJTYuD6vWAmpvWZCjGi4KCQsAzt0aaU0xs\niMto6bX1yuukge2C2OyBbX1jktFVq9TEhsYQExJ4KhZSjROn6OS1qre9tp9oOQtAQcJi8uIWEhsS\ng8Ha67XfbGc0tYEktAOywpJxMRUcajrG65VvyyFtJ1vPySFcC2NzAKjtqQdcoY+J4fFkx2SSF78Q\ngDer3+G87iLtpg6PHKahXOy4DMCi+AUe6yer6KlkVLgXwTxXrqMgO54v3LNU3m9FbgJ3bcziXLmO\n9QUpcnHMrz14HZ+9a4lcd2ZoO+7nGInM5CgEEd44WjumaxgrU1GkU0FhLLxZuR+ddVBqXUSkx6Yn\ne3k3AOfKO2aqawoKCgqjRvHAjIHYEJekq8HaS2Z0BgAmu5kgdZDHgHV/3QesT1s9KjWu6p46Krqr\nWJ+2mpSI5Knp+Dhxz/s40XqGHQvv9LgmeYAbt5BVySto7GumxdhGfFjcjPR3qnhi3eO8X/8Rb9e+\nx+OrvsDbte/R0OvtgQEQEAnVhHjlBk0WBmuvl6yxu3hCTmwWAFe6KsiJzUIQBTpMnWxIW8u8SJd8\ncJ9byNm+ugNsSFvj9axq+1tk4/xc2wWPJH3JS9dqbOfHp39O4bwNfLrggXFfU0ZylIcxA3CuwmWM\ntHQayUiO8goD81V3xlc7o6G8QU/ZgFHR0NbH0y8Xs3Nz7pTMQg8t0DnZ55CMI3/tjrRdYW7Tae6m\n2dLoqtg2hN7oS/zP409Q02T23qigoKAQYCgGzBiIGQgbM7h5YEREIoMiON5yRl43lpyASn01++sP\nsiAuJ6AMmKEKVIIo8MLVV/nX6x4FXANpo8M161+iK+WmzEIOa4vQ9g0fljRbuSNnG7dmbQVGVp/7\ny5VXKO+uwik4J/17OObHY+IewpUakYK2v5k3q/aSFpnKhY5LrEpZQZ3B2ytkdlh8PqvHmwfvvT+D\nPD7UZah2W0Ys/TQsozVGRvKmjFRM0x8F2fE8ePNCfvOmyyB/+I78YRXLxsOBM40cLW2hpdP1N/PM\nm6UkxoTxn/9y/aSeRzKQhhookuHib7vC3Ke8Qc+fLr0CfubVLE4rB5s/4qGCuaciqaCgMPdQQsjG\ngOSB6bUOKjP9+/p/Y+fC7aNW7hqKNFMfFRw1iT2dOL7UyC53XUXb10KdoZE3q/ciiK4Y6v11H9Bq\nbJervR/RnpiJLk85GrVmRIPEYO2lRHeJNpNvBbCJ4BAcFDV7yxqDZwjXJ/LuA6DNpKOiu4oQdQjR\nwVGcaD3j89ihz6pDcHBhwLsGgwb5UMKCQlkYm0tyeNK4r8kf4zVGxktje79X+NlYGCk07GyFDp1+\ncGbbbHWi7TDy3d+f5MCZxgmHlZU36Hn65WIqmnqoaOrh6ZeL5T6VN+h56UAFv3j1orz9x8+fU0LZ\nrjEWZUZjjWgZdp+j2pP85NUjmCz2aeqVgoKCwvhQPDBjYFFcLj/b/EOvmegjzd4D9tGqcfXbXAZM\noMgoS/gbfP+y5P/Ijp5PuX6wYrqkyiWFm+2rO8D16WvnVEHLjxqP0mHu4v5F9xCiCfa7X1HzKVmd\nbF/dB2xMXzdp30OxrpQ+u6dSllql5nsbvumRPF/dU4tzwLg0Oy0Eq4OGlUQe+qwe1Z7waZD7StL/\n5tp/nfB1BQIZyVGszU9Gq+uncYiU7GjCrnYX1aHysU95g549RXXUNLu8tqHBapZkx3Oh2lV8s9Ng\n5sSVNkqqOifsFdm0PJWKJpc3bG2+y5v7t4OVdPZaMFs9FfPiY0IVL8w1xvn2iwg4ht1HRKAp6DT1\nbStYmpMwTT1TUFBQGDuap556arrP+ZTJZBt5rwBEo9YQqgmRFcOsTht/ufIKK5OW8pVV/4LdaafL\n3M0PN36bjy++lw1pa4ZtLzIylPeqjtBl6WbHwu1oAki9q3De9dydext3594GokhVjyu52SE46LR0\ne+3vHlbnEJ3YBPuwEr2zjbdr3qO4o5S7c2/zq7LmEBw8f/XvWN3EDybze3i5/HUvkQQRkU5Ll/ys\nDe0DuAwUbV8z5iEFLQHSIlJ4esuT8vF1hkZeKn/NSyJ66HnmGhlJkbx3ppHfvnWZjcvSPELInttX\nRkVjD5tXpgMuo6TTYCEpLpzyBj2/eqOU+tY+unotlDfoSYoNIykuHICkuHCS4sI4fsmVNP3UZ9dj\ntDiIjggmLjoUnd6CwWjzeexYeG5fGReqOslOjabTYOFqvZ6z5e1099k8lNw2LUtF32eltdtETlo0\nKfFTO8kQGRnKbH3fzzV+e+4VrHjn5i1NzOepTf/O3bm3kWZbxanjQaQnRpCXOTtzGZVnTmE6UZ63\nqSUyMvQ//G1TPDBj5N26D1GpVNyZsw2j3ciFjksEq10z8jbBjsHWS5/NSFxo7Kja67f1E6YJI1gd\nmLfCXzX2kZiOSvTTiclhJkwTOmwImb8ioJP1PTyx7nFqDfXsrt7PloxNrE9bPao+gMsTs2vLU+TM\nS6Wjw7cnBly1ZaxOK6nhyfxg47dHlPc+2HiEQ01FfHnlZ8mMnjf2iwogFme4BmwVjXrWF6TI3hPJ\nqyEl9+8pqkMQRe7Hpc62szCX3+72nz/z3qkGAJblJnCuokOWjwb45asXKa3t8nvsSBw400jRpVa0\nHa6BaXhoEKHBaqx2AacwaLjcvDqDPpONlPgIvvtwDs++eYl9JxsUyehrCLt2EXbjfH7wsXvITPEO\nWRZEgdx0V55naU0Xd2/KmdTz1xkaMTlMc2piS0FBYeYInCn/WcLxltMUDcgkmwZqwEQEu2ZMowfy\nWPp9FBb0x7fXfZXvX//NSe7l5OFvQCyxdX4h2TGZXuunoxL9dGJ2mAkPGn5mfLLkhYdjQWwO31z7\nmE/jxV8fYDBZfyj9NqPs1TFYe2VlubSo1FHVJhJFkR6rgW7L7M+nyEmPJiRILRssgEcYTVpCBH/7\nsJKKph6qtAb+5+8l/PW9crQd/URHBKNSwcnLbV7tbliaypd3LuNf7nZJPrvn9GSnRREZFoRaBe8c\nrxtzXsqx0lbauk3y8pd2LudrD1w3eO6CFNblJxMTGcJj969AFEVefL+C1m4TFU09/PSl80ouzBxH\nyo8ypp4maNEFXvqgzOuev1PzHt8++kMIMaNRq6hrnXw5/HfrD/JG1Ts4BefIOysoKCiMQGBO+wcw\nMaHRNPe1IIqiLDMbMTCwlfJYhuYpDEdLfxsmhylgpYdHSkQ/1nzSIwfjQP0h9FYD9y64fcor0U8n\nJoeF+BG8apI6mcVh5VtHf8DShHy+smr4HKjJRuqDv2KT9/XeSgiu57S+t5H/PvcbViYt5UsrH+WI\n9oScx1Slr8FoN42Yv5MQ5sqj0E9QiSwQCNKoWZgRS1mDnpKqDt473UhNi0HefqasnbDQQQ+cIIJO\nb+b01XZWLkzk+KU2rDbX4Mx9gJgQHSbnmwwVJJifEs3XHriO6IhgnnmjlD1FdaPKTSlv0PP8e+W0\nDwgDhAarWbUoiXPlOkRR5O6N2bR2G0lPivSQoB5aONTuEHAKAuUNeiUnZo5SkB2Pzq6lsdH1bC5Z\n2+d1r4M1wVidNn69twin4Ho//PSl89y/ZcGkPBdXuyq40lUOwLHmUx6y7AoKCgrjQfHAjJFgVRAO\n0YnRYRo0YAY8MFEhY/PAmO0WXiz7B6+UvxGws1JPrHucZ7ft4tltu0blabk952Y2pK2hbgoLOU43\ngijgFBzyfR6JsKBQNqStIT9h0aT35c2qvfzo9M9HNBj8eYNeuPC6vJw+UBemrLuKyu5qDmuL5G0m\nh9mnx2YoCQOGd7d1bszi5w/E/f9+zxWqtAYEASLDgkiKDcNsc6Lvs6ECluUMDuq+vHMZd210FbKt\nb+uVQ8/2FNXx0oEK/ry/jH6zb1Wn9QUpOJwCf323nJYuk4eCmD/KG/QYjFa6+6zyuu9/Zj1f2rmc\neUmRZCRH8fGbFvLVj62Ui3y6G05ny3XcW5hDemIE9W19/HFvmVd9GoW5xesV++TPh1sOyYVvJTKi\nXPldS5cMzmn+850Fk2bUlnVXyp/31R3wOr+CgoLCWFE8MGPEMBBO1WMx4BQchGnCiAxyzVInhiVQ\nEL+Y2NCYUbVVp2+k3eSqejwbZqVGqn8icVhbRH1vEz+8fm7Ug1Gr1Pzipp+Mycj8zNJPTklfdOZO\n2ozthGpCht3P371KTo6Wc2AsDldSv12w89chif8wuvwdyXM4Fzww5Q16LtZ0AmBzCPL6b39yFUEa\ntey1+NLOZbR0GgkPDWJeUiQXqrvYuTmXOzZkcr68g1+/UYrF5vms/Oq1i3x860KfA8KC7HiCg9T8\n5MXzAGxclir3R9ruzp6iOkRRJCctmuiIYOYnR3GuXEfG5lwvD48vCWqpxs6ijFieeaOUXqONXqON\nJ587TeGKdG7fkDWm700hsDHbzTjDBoVX7Fi9aj9JRW4vtpexo9Alw362rJ2MgVytieAQHJxrvyAv\nS5Mjo6mTpqCgoOAPxQMzBgzWXjrNroTbk61nWZu6ip9v/U+uT18LQGb0PB5f/QXWpq4aVXvPlwzO\nhu+v+2BOzEoZrL2ca79Ap7mLQwMz+nWGRjl8YDYzVmPM5rTLtXImi35bPxqVZsR8nNEg5XKBp4qc\nxGjyd2JCosmLW0h6ZOqE+zPTFGTH87m7lsjLW1amc9fGLC5Ud3G2XCfXiWntMpGRHMVj96/gvi0L\nmJcUSXmDnvrWPjp7LV7GC8Cjdy0Zdjb7Um2XnMD/j4+qZQ+Ou2fkwJlGnvzzGSqaeqjUGjCa7dy6\nNlPuw2iRjJoVCxL5xoOD7yqjxUFJVeeo21EIfOoMjfz+4kswJJ1taO2nhLB41Co1vXSwfVMmVxv0\nlNZ0TUofXij7h1ce5VHtCa86aXPld0JBQWF6UAyYMVDUfErOETjbVjIhg6Oo+TR1PU3ysr9igbMN\n90HxvlpXqMBhbRFvVO0N2DC5keg0d/H81b9zQXdp1Me8Uv4G3zjyvUn3TPTZ+okOiRpVgv1w+FOX\niwyKYNeWp+SwwZHqGKlVanYs3O4zvHA2Ihkq6/KTSYgJ44GbFslhWfdtWSAbC0MLbRZkx/Pw7Xny\nusXzY8lJi2ZRRuyoimNmJEfx0M2LCAlSY7E55YKTFU09PPncaQ6caaSkqhOLdbCOx7/ev8Jvbs1o\nqWjSsy4/mWCNmu4+q8f5FAKXkQqnShzWFlHTW+u1fujkRK+tD1EUEXByovU0fSY77Xozgih6HTsW\nRFGkuL3Uez0ir1e97dXXN2fx74SCgsL0ooSQjZKhAz6jw8QfLr1AbEg0H1t8D3GhsYiiyI9O/w9x\nobH82+ov+m1LEAXeqPKe2Z7t0sNDvyObYOdPl1+iWl+DgMhb1ft4IG/HDPZwfHRb9JxpKyYpLIFV\nKStGdYwk7GCw9ZIYPnkF4Xrt/aSGJ024HX/qcpIhPZbwjsPaIrR9LeTHLSJIM7tfKVJ4FSAnvo8m\nLEvaf0dhDi2dRjKSozzyT86OYMBIbX555zJ+/YanoWxzCOwpqsPs5tm5bmGiHDY2ESTDzD2xv89s\n53xlhxJKFsBInrnhvHoGay8luksIOLE1LOH72x8gOy3a577uk3Pv1h0kJ30H566YaO82kZ44/iLL\nl7rK5HYfXLyTpQl5/PjM/+IUnSxPHPR2Gqy9FOtKEUSBI9oTbMvaMu5zKigoXBsoHphR4mvAV9NT\ny3ndRcSBWSqVSoXFYaXL7F3o0R2DtReb4F34aLZLD/v6jir11QgDP2DHWk7NyjA500CuSPgok/gB\nOQ+qxzp5cqROwUle3AIWxk1s0ArDq8sNDS8ZDoO1l/PtF2kz6Xiv4aMJ92umGepZGQuSMfDY/Stk\nL43Uxmjbqm/r4+5N2SxIj2ZeYgSJMaG0680exstntxfwtQevG1PYmD/cjbUblqcSGRZET7+NKq3B\nr5jAaGf/FSYfSRJ5qHfO1367rx6WC9KGZ9UQH+/ba+trcs4cfxVgwnLKR7Un5M/76z7geOsZuU9S\nMn+doZFXyl+Xw22VJH8FBYXRMLunS6cRXwM+ybnuLhccHRJFh3n4OPITLWfkz5FBETy56YkR5Wpn\nAyNJLjsEx6xM3jQP1PsZS96JZMAYJtGA0ag1/Ot1n5uUtqQk/13nnqGht8ljm2RIjxQ+Bp4ztx81\nHePmzM1z4lkeDxMxfiQkD9DZVNdMeXpCBD/8s+t9kZUSxeLMWFl9bLzn8Hfe+7YsoFHXx1N/PgvA\nDSvSfM7wj2b2X2FqKMiOJzoiWPaW9ZrsFFd5e8t2F1XTnHIOBtL2nCob7zV86PPd62viqd52GVVY\nDHWtfdywPH1cfXUIDqp7BnO4jA6Th0EjJfP3WAxcdst9sTi9RQYUFBQUhqIYMKPEXdXpD5de4GLH\nZRLC4jFYewlRB8vbooIj0fa3YHPaCdEEe7XjEBwcbT4pL48nZCdQcf+O9tUeYH/9Qa99ZmOY3GC9\nn7BRHxM3UDNmMg2YqWC0ynK+GDpza1UGHhNmqMdm97Faj7A095ouU3He4ooObrwunaMXW3n9cA1J\nsWEsyXaFQEry0FKhzx89f5YHb1qkGDLTzNlyHSsWJHClrhuD0YbBaONnLxdz3+ZcGtv7KLrUSqtQ\nRYjG4nHcMa3vd69PyXUEYhZXo1YVjLufxbpS7IKnfLhtyPJRt9pTHn2dhb8TCgoK04sSQjYOJMWl\nboueiKBwj4TqaKkWjJ9ilsW6UvrtRo91YwnZmQ34SxCH2Rkm5xAcqFVqOa9lNCSGJVA4bwM5k5jc\nfrmzjO8d/wmnW89PWpsTwdfM7Vx7lmeaoWFpMLmeF1/ne3T7ElYtSqLPZOdvB6s8theuSJM/OwWR\n/KzALMA7l7HZBXIXOnng3kG5/sgw11zkibpyuoRGgtJrvI4T8P3ulWp9/fqmn6JRaciOyeTZbbtI\n67mJxvbRF2UeykgeecCn8QKz83dCQUFhelE8MOPAXTJ2aM2X3Nhs7IJj6CEy/goMjjZkZzbga2Cr\nVqn57rqvMS96fOEIM8kdOdu4Pftmvz+2vogNjebTBQ9Maj8Mtl56rIaRd5wmroVneaaZjLC0sZ6v\nvEGPfiBMTdth5OmXi9m5OZc9RXV0GMzsKMzh5JU2Gtv72XeygUUZsYoXZhqpb+ultvMo0Ulm7tjw\nAEcvtFJS1cnV+m6EzCuo5/WCNQLCjYTYktka9XFUKhU7RxB80Kg1JEck0dqv42cvn6eyyfWu+fEL\n59hQkEJW6qAAwGju93De3WJdKc9dfslr/YLYHLJj5vPA4tkn9qKgoDC9KAbMOEiPTCVYHcwd2dvY\nnnuLx7at829g6/wb/B77rTWP8fUj3yM7ej5Pb/+uXFRwLuFvYPtW7f5ZO7BVqVSohhZTGAFBFDA5\nzEQFTzzZGlwSyjDo5Ztp3Acoe2reRRRFdiy8E7VKcezOZgqy4/n8PUvkPIsF82L424dVNOlcz19J\nVSf33pDLX/aX8c6JenLTo7kP3wUPk5N9q14pjA9BFGno0qFZ2ooJIKmB5PhYGtv7sWIiLKENlVpE\nFW5CBLLiUrhv04JRhx2mRiTTZmzn/pszePoFlwHT3NHPUZuDqHBX8VwVozNgqnvqONNWzOaMX26V\nBQAAIABJREFU68mKnu+xLSsqw+cxtYZ66gwN3L/w7jlRBFlBQWHqUAyYcZAemcr/bv3RqAdqdYZG\nTA4TyxIL0FsNCKJAUnjiFPdy5vA387a39gD/fe433JV7K8sSxx9bPd28V/8RHeZOPpn/MYLVo/+T\n2XX213SYu/j51h9NSj8CzYBxZ+fC7TPdBYVJRJKEdjgFPjyvJTx08Lm/cdU8kmLDiI0KoaffRmWT\ngWfeLCUpNpyI0CBERCw2Jxq1ii3rFCnmyaRDb8aRUk7QwFzKuZ7jfOnOr/Bfz18iOL0WldrlJZa8\nxS32Oox206i9d2tSVjIvMpWL1V3sKMzhSl03NS29tHSagEFlsCefO03hivRhpbar9DUcbznNyqSl\nMMSOPd3mPwxWRKTT3EWqkv+ioKAwDMpU6ThQq9QY7SZ+d/HPHqoqAOXdVTxx9CkONh6R17kX6Oo0\nu6obz2UDxh8t/a3U9zbyWuWeWVWs7GpXOadbz6MZo2chOiQai9OKxWEZeedREMgGDIDNafNZW0Zh\n9pGRHEVBVjyXarux2gV6+l2y74szYuk32SnIjucr9y+X9zdbnTTp+qlo6qGyyUBjez91rX186acH\nlaKYk0h1qx5N3KDKpclh4vWKd9myMZSgVK3X/qYxFkhel7qKexbcQW5KMvdtWcD3/nkdd2zwzuPT\naNSUVA2vttlsbAPAbIjwkN32lSO5dX4hz27bxc4FromQdlPHqPusoKBwbaIYMONkf91BLneVc6at\nxGN9qCYEo8MkDzalAl1tJh1HtMdJjUjmE3n3syJpia9m5zRS7lCHuYvdNfu54iadGciYHRbCg8LG\nHBoVN5Afda79wqT0Y15UOnnxiyYtJG0y6TJ3880jP+DNqn0z3RWFSWB9QQoF2fF88d6l8rrHP76C\n7z6yVhYTuFTbzY7CHG5aPc9vOzq9meIqZTA6WZToSlEFe9YQaxKuUB9SBCrB5zFjFdYw2U0syB5U\n0AwN1rCjMIe8zFgykyNJjAmlvq2PiqYev7WCAFr62wgPCuPdIh27i2rl+kHDiX+kRiYDigGjoKAw\nMooBM05aB2aXtP3NHt4EaXa8qa8ZcNXJkAp07a37gBBNCDfO30T2JKpTzRbc1dcOa4/zeuXbs8IT\nY3KYx1QDRkISeHi/4aNJuc78+EXcmnUjQWMIY5su4sPiCFJrqO6pnemuKEwiUijZjsIcWZFKCkeS\nFNJiIkJYl59MXmYs+Zlx8kA3MiwIh1Ogssl/UUyFsaELvuxjrUinpcvvMWNR9DLZzXzn2FP8vfJN\neZ10n29Zm8k9hbl8/cHr5G3/dHuez3yYKn0t7SYd9r5I6lv7qGwy8KvXS/nbh1XDin+kRiSjQuWl\n1KmgoKAwlMAbCc0SFsRmU9VTi11wcKz5FDdlFgLIs+P1vY1YHVavOhl/r3iT7Tm3eiiZXQs4BAel\nnVflZUEU0Jk7Pb67QMXkMJMakTzm40I0rqTXbkvPpFznYW0R2r4WCuIXB1yCq1qlJlQTit7ag3mc\nBp9C4CEV1gS8EsGHGjJDt89LjJCFAD5162IPFSuF8WHuiYAI+PLKRwlRB/PsxedwioOel4kWRo4I\nDidCE462t1le56s2UWZKJE06Ix+ca+Kz272jCT5sPIIKFRnRaUh+dqvdFWaYX1HI45tzfRo+gijw\ni5t+MqZcQwUFhWsTxQMzTtzDifbXfYDR7kpwtDhc8qNWp42/V7zl5Sov1pXy9NlfTV9HAwRfYQMA\ne+vel7+7QMQpONGoNEQGjX1AoDMNxoi7PyPjodus51z7BdpMOo41nxp3O1OFwdorX9/+Ou8Cpgqz\nk9HIOLsPcN3/nS3X8dCteSTHhfGbNy9NS3/nKuUNen70/FmMoVpEEfa+38ephjIP4wUGCyNPBLVa\nTa+932/unqugqkt1zmi2e203WHu50lWBiEioEMO9hTmsXDiY8/nwHfl+VczUKjXavpZZE16soKAw\ncygGzDhwCA6Ot5yRl91/NI67eVz85T6o1RqP4pfXAv6Kmpkdlgn/4E4lGrWG/7nxP/jqqs+P6TiH\n4PD4EZ7owOLDpqPy54kaQ1NBUfMpWfmoqPlUwPVPYfrJSI7ike1LSI4Lp9Ng4Vhpy0x3adZSkB3P\n/BwLKo0TlQry1/RRbrzoc9+JFJN1n4h4t/4jn/usL0hhWU4CwUFq2rvNHtvKG/TsvnoYAZdhVS+W\ncPvGNHLSoomJCCYhJpTTV9uG7cPrVXv406WXMFgVQRAFBQX/KAbMOPCXhNjc1+oRMia9xBfF5fJw\nwYPy+vz4hdPT0QBCqvb8maWf9NoW6NXb6wyNXO2uGNMxk1ml3iE4ON1WLC9PxizrZDJUVcgm2AOq\nfwozg+SZ2bbGVQPkraOe+VFSUrfC6LjQe1b+fLj1I7+KfxOpYu8+EXFEe9zvRERoiIal2fE0dxo5\neaVVXv/KwXLOdAxO7tlECy+VvkNGchQ//2oh//NYIZkp/kMJDdZeGnq12AQb7zd8OK5rUFBQuDZQ\nDJhx4C8J8a9lf/P5o5ITk8WypALy4hcBkBR27UkoS/j77l4sezUgwwbajTqeu/wSr5S/MaZE/OES\nVcdKsa4Us8NzpjOQjL7JNNYU5haXqjs5cNYlo9zTb+N7fzwlyyrvKapjT1HdTHZv1mB32nGEDSpz\nOXH43G9pYj7Pbts1roLBQyci7CNMRNx5fRYZSZEcKWmhvEHP0y8X0xpcCkGeKmmXe0vIzASN2jXc\nWLnA9++f5L2RDKhjzafotynJ/AoKCr5RMuXGgb9CjbvOPeNz/cWOK9y/6G4cgiteOD4sbsr6Fui4\nf3e/ufAnyrorebjgAcr11bxZtTfgEtSb+lvQW3sAxpSIL12nzWnn34v+g4igMD6V/3GWj0M+ezhj\naDwDlckm0PunMHOsWJTEI7fny8n8BqONokutHDjXRHevK1/w6ZeL2eknqVvBxYc1Z0HjOYGiVqn5\n3oZvkjZJBR/9TUTcmLHJ6xzlDXr2FNXR3OkyMPYU1VG4Io2GVu+aP+7vglcOVnKouJnH7l/O6sXJ\nclsAbxytojX1nDwqEUSB35f+lTtzb5lVhY8VFBSmB8WAmUTcB+f7ag+wv96VzGyym2g1ttPQ2+Ra\nHjKbfq2yJmUlZd2V/L1iNyIiTtEZcKpkxe2Dceb76z5gfdrqMSn8hGiCWZaQT0nHJV6r3MOShLwx\nG2hPrHucDxuP0tDbxOeW/9OYjp0O3J/7Et0l/nT5Re7JvZ3tubfOYK8UAoWz5TpuWO6q7m60ODBZ\nHIQEDTr/H74jn4ykwKttFEic1p32WjfZkwRjmYgoyI4nOiJYNkxvXpNBdXs7qiCXZyhOlc5Pbv4G\nZ8t1HuIPsZEhOAWR1w7VEB7iGn787WAlHQYL9ugmQoI8hQNqexv4R8Vuntz4nYCa2FJQUJh5FANm\nChjqijc6TLx49VVZMeaY9iTbMreQzLUtK5oTmwWAQxwMhxiPkTBVOAQH5fpqeVnKPXkob+eY2smL\nW0hJxyU6Ld3jNtBuybpxzMfMBHnxC1Gh4mLHZbJi5hMRFIHJYVJmUK9hJJnl5o5+ecC7Ji+Z4soO\nVCo4W9ZOxpYFM9zLwKW8Qc/2tPuod15kVfIK8hKmJofSfSKiuqeOXxT/jmWJBTx23ed87n+2XMcN\ny1I5caWdv39YRcbyZlC5wr+MdGG0mzyMl/IGPcWVrjC4tm4Tv3j1Amq1Cqvd9bsYmtrg8zxdE3hv\nKigozF2UHJgpwJcrvqGvSf4caEnYM0VJe6nXukD6bop1pVidVo9148nt6B4IQYPxKYiZHRZZnjvQ\niQyOIDN6Htr+Vt6oeodDTcd4s2rvrChYqjA1uNeRkYpiOgSRVYuTsNoFIsKUebTh2FNUx96LFzjS\nfAJtf/PIB0wCuTFZaFRqyrsrcTh959tkJEfx+XuXUZAVR4/RQp1tsMimXbR5vccLsuP53F2DIbR2\npygbLwBxrdswn7mTjOZP8Oy2XdyVM+jBDUTlRQUFhZlFMWCmAH+Swe4caz5Jc+/wcpJzmaFeKncC\nJQF8MhLxXQpi5+Xl8Rhop1rP8e2jP6S048qYjpspcmKyEBFpN3VQrCsN2No1CtOL5Im5b8sC1hek\nUJAVT2RYEOmJSviYL6TE+IqmHtrMrt8KwRQzLefutxsRRBGnKMih0ENZX5BCeYMeo8WBJqENMWjk\nyR7JiF2TlySvu3l1Buvyk1mbn8K6ghRy0qN9RjEEysSWgoJCYKBMfU0BQ5P8d517Rs5/kRBEgRcu\nvM7nl3xmOrsWMPgrbAmBkwAu3UdRdIVFjKd2z1gSY4dSZ2jE5DCh7WtBRCQlInnM558JrM5BFSJJ\nUWhfAIUGKswMQ4ti2h0CN66ah/oaq4k1Eu7S0qsXJ1HR1IM6sheAGxbmT0sf3OWUP2o6yi1ZN/r8\n2y3IjueL9y7lxye9jQtf7/GM5CjWF6Sw+1itfN9jIkN45I58zpbreOAmV3jcmbbicb83FRQUrg0U\nA2Ya8KdalpwcTUfHtVmsazgv1fc2fJN5UWnT2JvhmUjR0YkodB3WFqHta8EpONGoNKREJA27fyDg\nEByUdVd6rTc5TLxw9VX+9bpHp79TCgFJ8EAivzRgl1TIhi7PFUZ7XZK0dL/ZTlu3CVWknqAoA2FE\nExEcPuX99JZTdrCv9gAP5d/nc/+z5Tpui/0kOmcjl3iXu3Jv4+7c23zuKxmxkjdOOt59W6/JxqGm\nIq9jA2ViS0FBITBQDBiFGcGXUXeq9Rwvlr3KoaYi/mnJAzPQK09sTju/K/0LyxLzuTVr67jacPfi\n/ODETzE5zHx26adYkbzU5/51hkaMdiPRIVGU6C7hFF25I8HqIJcnKMAnq4fzrF3uukpLf1tAGacK\nM8vxS6288H4FGUmRPHSzq06WNICfaQNmsg2pka5LkiauaOrxWB8xvxFR4yQ5NHVS+jESvv6Gjzaf\nZF5UGpszNnrtL3lVDjZquVQN6ZEj93OoN07i3VMNvHa4hq8/+E+sXJ+IxWHliWNPMT9qHk+s9z0R\nqKCgcG2i5MAoBAxLEvKICYnmandFQCR991h7qNRX02psn3BbKpWKZUkFWJ1WXq3a4/f6DmuLeP7q\n3/n5+d/Kxgu4ZkFnQx7JSPlfz11+aZp6ohDolDfo2XeyHrtDoL6tj1++fpFfvX6RiqYeKpp6ePrl\nYo9wqulmsgptljfoeeovZ/xeV3mDXl5enBnreXCwBVVcOyCyZn7ehPsyGnz9DYuIvOFHjEMyQKT3\n5LxRGDD+SE1whak16VwGVFhQKAtis2noa+Jc24Vxt6ugoDD3UDwwCgGF0W4KmHoweosBgPjQ2BH2\nHB25MVkUNZ+i26L3eX0Gay/F7RcREFH5cLUEksS0P3x51vbWvs+79R8C0Gvrw2g3zdg1SHlFiqzz\nzFOQHc8jtxfw338vAcDmpkgFM1cfZqgnZCyFNn15bQqy43E6RXl56HVJRpIgilQ3GwgJUpOdFo1a\npSIoo4pawfW9fNBwmBvmbZjyv52hf8MlulL+dPklbIJt2Pdym1GHRqUhOXz8oa6ZKVEANOn65XUF\nCXlU9dSyu2Yfq1NWKPVgFBQUAMUDoxBAFDWfkr0O++oOzLhsZo9VMmDiJqW9dlOH/NmXLGhR8ymE\ngcRZKYHWndmoxOMQHBxvOSMvmxzmGb2Gw9oiRdY5gKho0nPz6gxS4wdzO9YXpLB6cRLHLrZ47Ovu\nqZhKCrLjefj2QW/HnRuzRh1G5str091robnTSGxkCDsKczg3kPNR3qDnZwMqYxVNPVRpDYgiREUE\nsyQ7nq1r0ukMGswnm6m//yr94PVI7606QyNXusrl/0VRpM3YTkpE0oQMjKTYMEKC1VQ3G+R1K5KW\noFGp0VsNs8ILraCgMD0oBoxCQDA0cXSmB7oA+oH6LXFhEzdgHIKDU63n5OWhg5HhZKXdCRSJ6dHi\nM55ee2JGrsFg7eV8+0XaTDqOaE9M+/kVvMlIjuKRO/K5fmkqqxYlsnpxEmabg5KqThxOT4/MZIV0\njYbTZe2Eh7oG4n/aW4Ygek8ouOMueVzR1MMPnzvNgTONlDfoeeNIDQA7N+eSlRpNc0e/bIhdv9Q7\n3Oor9y/nvi0LUMe3+lTims6/HYfgoKRjsF6X9N6SJgKkOk92p51PFzzAdrfaLeNBpVKhUano7rVi\ntbsmGS7oLslFoK+1ejDTZbQrKMxGFANGISDwJzfs68damvWbalSoiAmJnpQQspGub7jkd3fGWodm\npvEXT/961dvT3hd3adi9AeDhU/BUpfq3B67j8Y+vJD/TNWHgFFz3aqhxMB25MSFBGsxW1wDaaLbz\n/unGYfcf6rVp6zZxrLSV3UW1nCnTER4axKrFSfzhnStcrO5k94Axtv9kPTsKc1g8P5ZFGTHcvSmb\n0ppuYHLqUE0UfxMQUn2n8zrXhMBbNfsJCwplbep14z6XdJ/NNtf3/r//uMCV+s5ruh7MdBrtCgqz\nDSUHRiEgGIvcsCQvXBC/eErjoe/I2cYdOdsmpa2Rrs9f8vvSxPxZLRvqHk/fbdbz5MmnERBYnrhk\nmKMmn6EeLqvTyr66D3gob+e09kPBN+5KVHdsyOKdE/VyGFFBdjzREcH84DlXKOKOUeajTISQAYnn\n29dncuBsE/tPNbB9Y/awx5wp16ECRMDhFGnuNMrbIsKCOHO1nbAQDb1GO5VuSmMVjT0syY6X1bwk\nWeEn1j3Oc5dfolhXyg+u//aM1D/xNwEhDvFIHW0+QWnnFX5w/bcICwob17mG3ud/vrOAM63n50w9\nmLGo2pU36HnrWC1VWtffwJPPnaZwRTq3b8ia0j4qKMwmFANGISCQBrqCKPCNI99nXmQq/77+a177\nGay9srxwICT6jxb36/vNhT+hQsXjq7/gtX0uc6L1DAKuUJB9dQemVZBgIgVFFaaXII2aBekxVDT2\nYLLYaWzvZ++Jem68Lp3Ldd385s1SfvVvWwjSTF0AgWQ8VQ8MII0WBz9+/hwP3LTQ7wA0PioUEVi+\nIIHLtd0e277+4HVkJEUSExXCH96+6rFtaFK/ZMzV9tRzpbOc+NA4UmeoiK30Xuoy63m/4UPWJF/H\nHy+/gMVp9dq3x2rgQMNhdiy8c9znO1uuY0dhDiLw4vsVNMUWwZBXxGytBzMWefCC7HhWtiTKBoxG\no6akqlMxYBQU3FBCyBQCCrVKTUp4Em2mDq9ZPvBM9J/qeOhfFv8fr1XumdQ21So1ZoeFqp5abE67\nx7Z9dR/M2dyMmU7mD4RwHJi+8MfZzqL5cYhAbUsvbxytobxRz+kyHfmZ8ZitTnYfq52yMDJxQA0s\nNiqER7cPqtWtyU8edvB50+oMfvfNrWQkRbKjMIe8zFjyM+M8EvfbukxsW5PBgvRo8jJjPbZJSM/I\nh03HUKlUrEpZMaFiupNBYng8ny54gHJ9lU/jReKo9sSE3slSgcv8zFjq23oxX96I+cydpHW4jKIb\n0tfz7LZds8p4GW8I5JELLhGLuKgQ6tv6AkJaXEEhkFAMGIWAY0vGRu7KudWjDgq4BsFHm0/Ky1MZ\nD21xWKnqqfVQDpssFsXl4hSdHG46Jg9WnIKTDxoOcXwUifyzkbHkOE0FT6x7nMdXuTxeG9PWkR+/\niLSIFL684tFpOb+EooI2Om5aNY+7Nmbx6qFqapp7EUSIiQhm5YIE1CoVB89p2T1FuQGX67qZlxTJ\n+vwUzlXouG3dfAqXp2Gy2Ec8NjREw4J5sdy3ZQG3rM1k29r53LdlAfMGPCwZyVE8fHs+d1yfzS1r\nMz22SRzWFvFq5W4udV7F4rSSFJYwJdc5VgRR4FBT0bD7mJ2WCb2TJe/T0pxEvvWJVfL6tVm5BKmC\naOjTjrvtmWRhRoz8+eE78kf0wnQazHQaLGTnOrjvrsHnIyM5cCX0FRSmG8WAUQg4bpx/A7dl30SQ\n2jPCsVhXSr/d6LFuqgbB0iz5ZEkou7MobgEAHzYdk1V8Tredxy44yImZmyECgeAB0VtceQfzolKp\n7qmjzaSbVllWKfxxus87G0mICaNKa6CzxyKve/xjK4mNCiUqPAibQ6Byimak959swOkU+fRteWQk\nR/GpW/P4l3uWkp0WM+xxRy+28OqhagqyXO+M9QUp8oDc1/9D18FALShdKZ3m7mnzNI+WI00ncIgO\nAO5dcCfPbtvFZ5Z+0mu/yXonX6nrZs1iV02ZPccb0FjjEEQBQRRGODIwkBTEXjxQwf5TjeSmR7Mm\nL4m3jtaOeOzbA8Z5WEYTe+vf46bVaajV8FFxC68drp7qrisozAoUA0Yh4BBFEb2lRx5wSkznILio\nxTXAjA2NnvS2UyJcP8r9dqOs5vNGlesasqPnT/r5AoEn1j3Os9t28ey2Xdy/6G5C1CEkhMVPqwdE\nquvT1NciDw731r0/bYPD6Qx/nM1IITdVWgMWu5PgIDWblqVyvrKDgux4j7CuG1akTfp53UN9osOD\nASip7MA4ggfmfEUH751uRKMef7hXUfMprwF6oChvdVsHDcWPGo9itJum9J2ckRzFLevmEx6qwe4Q\n6Lm4BqFhJQfKiifc9nTwysFK/vfVC7R2uf7OHU6RS7XdXKnr4lJt17DHXqzpQhViodlejRE9oenN\npMa7vC91rX38TAklU1BQkvgVAo+m/maePvtrbsy4gU/k3yevf2Ld4/zmwp8o664kPTKVNqOOR5d9\ninWprlCDyaqybrD2Uq13zZJ1mIb/oRkPxe0X5c+SrK8UV95tmfs/SquSV/B2zXt0W/TTKsQg1fUp\n6x4sDmh2WKZFjWyoCpo0KFVU0LwZqkb1vUfWkpUaLatz1bf1ccPyNGIjQ3i7qJ6k2DCPYydy3sjw\nYJ78s+u8/3RbHvMHKsPvLqqjXW/ixuvmofaTj9LebSImIpiIsOBxnX+4WlAzLTjhEByca78gL0vP\n71SKj0ieqS/du4xfvl4KopqwjHqKuoq5TVg9pQqUE+HAmUaOlbZ6qNABfHHHMk5ebmP/qQZe/qCS\nn31pk8f28gY9je19lFR10meyE7L4ijzhcb7nOF+85yv81/OXAFf9oKlW4lNQCHQUD4xCwJES7lLc\n0fnIP+k0dxEVHMmGtDWIiB75BJOVX1DUfAphwLC43FU2qTPlIxWsPNZ8as7PzJ9uPSf/MO+bxnos\nkcGRxIRET1sYojsznQM025DUqHYU5lBS1Ql41ozZvCKd2pZeunotVDT18KvXS/nbh1UTPu/eE/UA\nZKdGcb5y8P2TmhCBzS7Q0+c7gd3hFOgwmElNGH+OwnC1oGa6/tNMPr+1rb3sKMzh5k0xNFjK0du7\nAjoEs6SqUy68CbB5RRo7CnN471QDFU2uCSqd3uwV/rinqI7jl9u4cdU8UAmoYwcnz4wOE69XvMvW\nVfPISo2iZYhxpKBwLaIYMAoBR1hQKNHBUTT1NXusF0SBbksPSeGJFCQsRq1SY7D1srtmP6dbz8tV\n1t0T/cfKUAPDMlAvZLIYqWBloISLTBVDv9/pVCPbuXA78WHeOU3TMTgMhByg2YSkRuUryX19QYpX\n4Uir3UmTrn9COTHlDXpqWlxhhp+/d5nHedMGDJO2bt/GdkePGVFkQgbMcLWgZlp5ayaf34zkKAqy\n4inpKIUB59cbFe9yobZlys89FtxDENu6zMREBpM3P5bE2HDu27KAlYuSePTOweiAW9bNpyA73uO4\nJl0/f3znKouW96NSe4YSaoWr3LElgac+u4HIsCAlhEzhmkcJIVMISFQqFUa7CaPdSGTw4EDiW2sf\nQxAFLnVclWPFD2uPo0Ylh2PtqzvAhrQ146oxMtX1QvwNUqbqfIHGTNdjkUJezA4z3z76JMsSC3js\nus9Ny3lfuPoPTredZ37UPLT9LXz/+m+RHpk65eeejbgntrt/dkfy0tQ0G7hS7xrMLZlAWM0/Pqqm\nu9fK8twEMpIiPWqzpA8YJu3dJpbmeKuC9fRZCdKoZUNnPDyx7nHajO2caj3P8qQlLIrLHXdbk81M\n1qlaX5CCQ3AQVN+EdcC5LqhtnNYfYxWfmLF+DaUgO55zFToqBoqUfudTa8hIipRDH9cXpLD7WC1r\n8pKobOqhpKqTdfkpXiGTa/KS6E4shiG2sshg/ZsL1Z2cvtrOZ+4s8OqDgsK1guKBUQg4DNZe+mz9\nALxff0her1apyY7JJDM6w2MWXxAFHG6Sy1Jew3hqbkz1TKN7Mvuz23aRHZM5pecLNCby/U6khorF\nYeGpk0+zu3o/AOFB4YQHhcuJ/dNBTU8d4UHhbM7YCEB1z8hqRAr+kbw0CzNiWTjPpRD29vE63jo2\ntu/1wJlGnvzzGRraXYZ1T7/Va3Zb8qy0+vHALMlJ4P++tZXb1k1MhCMtMpX7Ft0VUMZLIFCsK8Xo\n9AybKu0pnpQQNkktbKL7CIJIUWkrIUFq7r1hsL6PuwGekRzFV+5fwa+/diOrFiXJ68+U6QgL0RCk\nUTEvKUoWc/n4onsA2JC2hme37eKWuI/x9MvFNLb3064387+vXuDlg5XsKaqTC2UqKFwrKB4YhYCj\nqPmU7E050XqWO3K2ERkcQVNfM019Ldic1mHDsMA1q99l7qbT3EVB/GI54XOkRP8n1j3OL4p/R01P\nPT/d/AOiQ6Im9+J8nO9awv16nyn5I+X6Kn62+Yce37O/e3RYW4S2r8Xjfo6WHquBDnMXJsfgAPSH\nG79NVHDkMEdNHv12I93WHpYm5JEXt4DIoAi0fa3Tcu65intOTEFWPH/cexV9n5UqrYGnXy5m5+bc\nUc1In6/s8FAO+9KOZWQke/7dZ6ZE8tRn18uGjDSYldofujwW3J93bV8LKRFJhGhCxtzOXMan51ol\n8rNDL3JXyoMTqlA/dODv6x5K+wx3f6u0PdgcAjdeN4/7b1wge17ccTdm1uQl4XAKBGnUqFRgsTm5\n8bp0MlOiONzfSYg6mOvT17G37gCNA+HUQ701DqdIc8egYTeW515BYbajGDAKAcXQHAkxwC6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GXIkrC7WoMhs88pLEkqxrK5ebjcYUiIgGG9LMwuCzKS5CEPVC7qL/MF/ZGyEABg2OzA3z9UIUOW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\nAIYMkAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x121d5c9b0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "speed_pair = tl.execute.calc_pair_speed('AL0', 'AHD', \n",
    "                                        start='2011-07-28', end='2016-07-26', show=True)\n",
    "speed_pair[0], speed_pair[1]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "上面的计算结果0.61为沪铝（AL0）对趋势变化敏感速度，0.57为伦敦铝（AHD）对趋势变化敏感速度，即AL0对趋势变化的敏感度大于AHD，且大于0.03具备低频统计套利的条件。\n",
    "\n",
    "字典中key为将会使用做为交易目标的低敏感AHD，value为做为趋势风标的高敏感AL0，如下所示："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "pair_dict['AHD'] = 'AL0'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "下面计算国内黄金（AU0）和伦敦黄金（XAU）对趋势变化的敏感速度，如下："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.58075601374570451, 0.61512027491408938)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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0UlXfztvltXha+m+FXOf1UdvQiYnJ9QunRsrPPGDTWellhyuc1DS0dJOVlsC1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\niGOogBEREREREcdQASMiIiIiIo7x/wlVBIXdkQsRAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1216bbac8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "speed_pair = tl.execute.calc_pair_speed('AU0', 'XAU', \n",
    "                                        start='2012-07-28', end='2016-07-26', show=True)\n",
    "speed_pair[0], speed_pair[1]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "上面的计算结果0.58为国内黄金（AU0）对趋势变化敏感速度，0.61为伦敦黄金（XAU）对趋势变化敏感速度，即外盘敏感速度快于国内期货趋势变化敏感速度，之前的两个都为国内期货趋势变化敏感速度快于外盘敏感速度。\n",
    "\n",
    "字典中key为将会使用做为交易目标的低敏感国内黄金（AU0），value为做为趋势风标的高敏感伦敦黄金（XAU），如下所示："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "pair_dict['AU0'] = 'XAU'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "下面计算国内白银（AG0）和伦敦白银（XAG）对趋势变化的敏感速度，如下："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.5532646048109966, 0.60137457044673537)"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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xOQVnPL+0JJdLVxRgyWrDMOATV60ZModll9PDTesWcNO6Bex2Dh3y9or7Dcq7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VAAAg\nAElEQVQln1LdAnySj5ykLCBUI/OnqpfwBkf/nTLbm5mlzaPL3U1OUhZHL3RSUdfD2pvzSEmKm/Tj\nfGb3RUxNfay7JX/cdUf6PDyzqwrFnLN0UcemOXehUAzvmGbt91DlPI2MRJJW4tv3bCRXl0h5dRdu\nb5Aeuwej2UpWWgJZ6aH0skBQYu+pFnpsHnLSEyPLx6NSKdlzspnZOVp67V763QF6HV7O1Xbj9QXx\nB6SY9zXUnhNNPPeuifp2O25vgBMXOynOSyUrPZHttbtocrQA0GAzU5hSgDrZFfnZo1CwaUUh751q\nweMLcM/ywhHfK2HmuN7/PsiyzKysZAz6DAqyknnJtINWZzsAATm67iUoB6mzmclJzKTN2THwew84\n3H42Liukod1OcqKafrefxnYH8RolxfmpfObDC4jTqHi/6UDUzZywgByI/Ntsb2bNrBXEqTSXfV7J\nyfE/Hu05UcQvCIIg3NAyEv5/e/cdH9dVLnr/N6PeJavZkix3b7nFjmvikl4MhBACAU5OIAeScy8H\nyHuAe95QQg7hBQ6HnAIvIXAvPUASk2LHiZ3muMu9yLZsSVuSVUa9a0bS9HL/GM3WjGZGGlvNcp7v\n58MHzZ49ozV7vKL17LWeZ2Vwqu0sr1e9hdVpo9Zo4Gdn/3dQjsxwA04zvy39M69XvYXL7SI92Ru0\n9PbZxrV9wyt/XWnCe0V9Dz/+y2ksDge6hAHclhRUQ/CO3QD9CdV4BpebdEVVM+Aws3pxDv/v392o\nnTO8+lBhbgpzclO8VbwORl7Fy5dnsnxeJk986gbteH1rH++eNLD9UPAAKVIlVZ2YrQ7t8aNbvbku\nTreTk61ntOMWl5WX1e0BCc7rinJIS45jXVEOvf12qUYmrnk6nY4bFmSxrigHp9vJ2fbzI55f2VPN\nO3V7gxL7fbOQ+dnJfO3BG/jmZ1ahA17Zf5kdh2vQ63Q43c6Aoh/hTFT5ZB+ZgZnGrvc7CkJcCekP\n4moZbSZerHiNfscABxqOUNFTRfPg3cvRuD1uBhxmkmOSiXNmceFyF8vmzQhZCehqVNT3YLE7OaN2\nYLZ5725+/TMrteVb4fj3h6z0BPQ6ONdUS0xuAzdkL+GeouBlWt5Zp23arJPb48budrAss4jD55tR\nCtNRCtNp6TJTVDgUwFTU93BabWfA6qSnz0ZFfQ8lVZ3UNJtGnC06q7ajdtWxpCiKxgYPSmE6Oh10\n99mw2Fx099k4q7bjcLpZkD96HkpFfQ9nKzt47cBl1IZeLDbvwOyGBTPQ6/UUFWZwuu0cZ9svBLzO\n4rTQ7xggOSaZuWmF2vH05DgOX2iho9dCdloCnUYrnUYrWekJVNT3aD+La9/1/vehtsVEU2c/aUlx\nHGo6Qlm3GvC8Dh3JMUnY3UNBfaelm37HAEkxicxLmxNwfn6WN4+mtctMuaHH2x9N3r7dHVVDuak0\nonY19DWxOucGkmOTrupzyQyMEEIIEYb/rtF2t50OSycAd8zewvN3PKv9b6T13Ltr3yc+wTtg7u0f\nvxmYncW1vLSnik6jd115QmwUp8rbIn69byak02jlhqXepRwWY+gdsUNVZjvUeJT9DYfJz05m5Q3R\nLFpqJy8rcDBSNCeDxz62RHvsq+I12mzRxzfNY8MtZk6bDjIrK5EHtsznyYdX8+AtQwn3UVF6jlxs\nDfu5/O0s9uYgPXLPYu3YP396BV9/aBV5WUnUGg28U/tByLYAvD1sL6D5ealsXD6TPrODN4pr2bav\nilf2V1PdaOSlDyrHNEMkxHjad6aR//7beUpbq3mvfl/Q8x48QXuz+GZat1fv5mJnRcgy8UVzMnji\nwaHZ0UfuVai0ngvZhvjo+KBjE1E+2WfULENFUfTAr4CVgA14XFXVar/n1wH/DeiAVuARVVWtE9Ja\nIYQQYhyNtBziRMsZts69k6QY74DfP9nd6Xby9NGfaAN+s9NCufUEeVmFxMeMvTJZRX0PO4trqeyu\nQxftID05n+z0BGqaTdqmmZHYtq8Kq93Fg7fMhxgdlQaYl54f8txQ1cg8eNhRvZtnbr6BN6r30NTf\nwnfXfyPovEu13dyychYDViepibFaFa9H7lW0u7nDGW0mSrsv4va46c+rBGYCYHe42bg8F9XQq73P\n9353gkfuXqwtXfPt0VI0J0O7VmqDd1ncz189z8oFmczMTKSutZ+VC7NZV5TDcyW/pcvaw1dWfoll\nmUVB36FvyctnFn8CANXQS5fRSmu3mdbuocDm3/46tATtx38+zaduXSBllsWUqmrsJUqvo9R0hpTY\nZB5Y+DFumrlGS9R/9vRz1JsaQr7W7XHzQtnLpMamaFX5/JVUdXD/prmAt2DHk5uf4NlTz2Fz23lq\n/TfQ66ZmLiSSMikPAPGqqt6sKMpNwH8BnwBQFEUH/Bb4tKqq1YqiPA7MAdSw7yaEEEJcI0LNOvgM\nH9CO9rqSnjM89Xe3Buwjc7WK5mTg8cDPTx5En2TiG+s/SlJcDInx0cTHjvynu6K+h6Nl7ew9VY+h\nzZtn8u4JA5tvms3DyqdZP3NFyNf5B2gAHeYunjn+U1weN08f/bF2PNReEvnZyTywZT4Av9x+Ab0e\nkuNjOF3RTv7meQw3YHXw8/1v4o7zzny9efldbpq1lqSYRG22Z3GXnT+94p3N6u2zMTMzkYr6Ht4o\nrqVyMFjx7dNy66o8LYC5a+1s7l3vXQp2anCzPaPNhNpThQco765kWWbRqHsBDd+rxmf14izOVnpn\n6baszNOuuQQxYio4XW7ae63EJTgo6SjF5XHhcDkCAhH/vh1q3yez04LZaQnbt325Macq2rG57DT0\nNzEnpWDKgheIbAnZZuBdAFVVjwP+C2cXA13ANxRFOQjMUFVVghchhBDTQqhZB3+Hm47ROtAedHyk\nfWTGy7ZDpURltqBPGOCNsv3MSI0fNXgB7+zEoXPeqmA+j923lHpXKfsaDkU86PBPdtcxVIVr97Cl\nVjCU/AuwYelMlsyZgcnsIC0pdDW2ulYjbbqh4YLT4+Q3F/7Epa4K1hXlcKCxmF1173LfxkKWz5uB\n2ebkF697y7bedmOe9rpH7vHOyrxzwgDAzctysdqDk5IPNB4ZXDADJ1vOMuAwR/Qdnqpo5/5Nc1k8\nOw1ldjr3b5rLgMXJ/ZvmcvfaAnr6bOwsrtVmhISYTBX1PfzohdMAuGbU4RqsOBaqj/qM9N+84cso\nIbBvryvKod5kwO1xMz9t7hhbPzaRzMCkAka/xy5FUaJVVXUCWcBG4GtANbBLUZTTqqoGL8Dzk52d\ncrXtFcPItRRiiPQHcaX+4yPf1X7+7p6fUt1dF/C82+Nml+EdvnPL18K+DqCqq5Z++wDvvGfmF9Wl\n/PDLG8fULrPVQXvMRfSDcUOt5wwJqQ+w70QrF6o7eeqL64NK+5ZWd/LS+xXaTATAgvw01i+byfGa\ny5zpP48HDyXGEj6y+PYRf7/T5eTo0aGZB482/Aez08y+1gN8afVnQ772o9kpODzeZWXpaQkh++W5\nMwfQxQbmClUb6zBWvcHy2f/LeycZF4UrevnHT97G1392gNpmEy99UM0tNw4tgXvvdCNfe2gVLV1m\nZmYm8u1/2MDR0uaA3+l0OTlyeGiZ4MBg+/2/w58cep6Slot86cbPsnXxbdrxJQuy2Lwyn+LzTQBs\nXpnP73aW8vgnVlBa3cmvt5+nYXCW679fPc/D9xSxYuFQWVpx7bge/z5kZ6dwvKIdQ4eJ6JyhJWIj\n9VH/f/dOl5Ov7HqKXqsJGOob4fo2wKF2b4GTGwuXTOk1jSSAMQH+LdQPBi/gnX2pVlW1HEBRlHfx\nztCMGMB0dIxcmlJEJjs7Ra6lEIOkP4ix+saqr4R9brR/Wy+ff5M6UwNxbffQ0WOnvd00pr1D9p01\noMscGpDY3BZeOL2DnqqFnChr40JFW1AyfW+vmfVKNhcvdwGwfN4MvvnZVQD8qHiHFoS8UrqLJclL\ntdyeUE62ntUGNaG8V3WQDP0MNuffFPL5+bneKmxHzjexav6MoOfP9ZwMuQakw9zNL4/+WSvtuq30\nTaJ78rRTmzr6OXimgcfvW8If367gbEU7/2f7eZwuN5uWz6Srqx8lLzXg+zrZejborvL71YdYN2Ot\nttxvQ/ZaSlou8nLpTlalrdKW3/jeSxms+tbR0ccnNs6lo6OPmWlxfPb2hfznNm9S85035jEzLU7+\nO3QNup7/PqQlxKCsMGOICayyNvzfeCih+vlorzth8JZoztLlTvg1HSlAimQe+QjwUYDBHBj/2mk1\nQLKiKAsHH28BLl1dM4UQQojpx2gzcalLpd8xgCv3EjaHK2AZ05Uqr+9mV/kxdNGB73G46Rj5BZ7B\nc4Ire71xuIadxbXe5U3rC7XSw1anlVb7UDAUyf4Moy2t8+Dh9WF7SPjLzUggOz2esrpunC530PPR\nl7fgqPFWN/r0ovv5yNw7tefK/UrAWpxWjvW9xz98pEg79k+fXMHG5bO47cZ8zDYnxeebSUuKZfOK\n0CWbI1kqVpCcp/2+vYZDI330AJUNvaxe7J1x+c1bZZQOBo8Tzb8KWyR77oiJM5XX3+3xUJCTjC6n\nPsRzoy9pvbqlsB4SoxNIjJ7aEuKRzMDsAO5WFOUo3kpjX1QU5WEgWVXV3yiK8hjw0mBC/1FVVXdP\nYHuFEEKIa0px03FtdsMUfxmiCujtt5EQN/qf2APqRawuK1uXDqWXvrr/MpYZ1UF3GN0eN1Xuo8BC\nTlW0ceeaAsA7gHplf7VWsUs19PLofctoaPGu/t5RvTtgCRgEJquHMjyh39+vz/2Bi90V2N32gKTf\nWqMBs9PMsswidDodn79XITUxlqjBdXC+QZ5SmE5Pv43oPO/Sq1mJObxQ/jft/T3Dft/FrnJSessD\nKiH1zU6nvtV759jh8pA7I5GWLjNpISq0jfRZfI42Dy2X+8BwkNkp+bhxsyyzaIRXDRUveHFPJXvP\nNPK73WX8/InNY5p9i4R/FTb/nyfa8IG6FC5gXK7/1VzXc1Ud/OndCu67eS5fWfklvlP8Q2Yn5/Pk\nutH/vfv4942yLpXzHRf5zOIHgiqR+RhtJhr6mnF5XCET/ifTqP91VVXVDXx52OEKv+f3AevHuV1C\nCCHENW94GWa3zkVMfjW9/RuYlTn65m27qg7giOnl7qIbqWowsbO41huItN7M3JkpfOb2hehTuzjd\ndo5PLryP+Kg4/uf+A1Q3GnF7PFQaerE5XPRbhjaoe+RehRULs5iZFkdtbz3HW04H/V7fXdavrnzs\nij9zRsLQ4Ort2j2sm3kjSTGJHGgsprGvWSvFunxeJhX1PaiGXm2g3W9xkBgfjd3hJjbeSBRQ2tQQ\nthKcz0X28O9bvGv3T1W0UzQng0e3FmkVwj4/QrlmQ18j6XFppMaGXo4y/DsccJp5seI1ovXRFG0I\nLivrb11RDhX1PTS0e9vfZ3bwzB9PsWn5TApzU8Z9gD+8ZPTjP92HezDi81Vkm8ig4uUPKnG6Peh0\nOlISYoJ+l28g/mEIbIZ/Fz/+y2nWKTlX9b0PLwIRyetf+qAK04ADh8tNeVcl2fFZ3JgTusJgJC50\nllHcfIJ1M1ezMD24ciDAO7UfaIUC/Pv+VIhkBkYIIYQQIYQqxRud24DR2QWEHoRU1PdgaOvjUPll\nzAUGdDr4/s5XeWT1vTxyz2L+ddv7RGW08dk7H0SZlcGumpMcaT5Juns2pSUxOF3eEeuzL57FYnfS\n02en3+Jgfl4qy+fN4HRFO6uWePdU2d9YTFxUHBuyl/Pwkk+P+fM63U7Od1zUHvuWo90753ZK2kuD\n7sy+uKcS04CdxPho2nosAGSkeGdJ9Al9pMakUWsvC/m7shIy6bR4l2TZMTPgMJMUkxhQ0tV/Vsa+\nIkqbAfKpNRr446UXMdn7eXbLM8RGxQT9nlDfYY/NOyiN5C5z0ZwMPp+oaMHU/7h/GX99T6WkqnPc\nB/JFczLotzi0QbPbb7pqpD13xso3y9fQEbgZ4k9fPMuNi7K0QfvVDMSnq+Fltj1uKKnqHPF7Hx7g\nVdT38Pqhy1xuCsxDGSkY9ZUS921uW1LZSZKuFJ0Obi/YfNWfZ3lmEYebjnGxszxkAON0Oznackp7\nPFKZ+ckgAYwQQghxlULmiug8nOk/yE0sDH4O791Wi91Jd/ppfCuNzBllzM67nzcONJA6rx57Ygt/\nLd/GD2f9M0UzFvNO3V76opp55J67tQGT3emmod07oIyN1vPJLfNYNi8zYO+Tcx0XcXlc5CWHzg+5\nUuH2Tqk11mt3Zt+qeZd0xzzeO9ZKU6e3fX1+M0TZ6fFsXjGTNs8teNxu/mnt1qDf49tk0sfmsgcN\nlobvT7G/YQ+N/d4ZIENfE2anmeKm43RZe1iSsThk8AIj5/vsrn0/orvMvmCq02jh56+cp8vkHVyO\n56yIb/Bb22KiMDeZvMwkuvusxEZHER8bxanyNvIH9+IZb0VzMrhhQaa2TNHns3cu5PntpURH6bHa\nXRgHvInkz22/QFZaAj/40vW9QOfYpVZionQ4XB66TFbt84f73odvwNpvcWAacAS979K5MwJe6x/4\nFM3JYLPRou2FdP8dufym8jVcHhfFzSeuelnX4owFxOijKWm/wKKM+UHLJ0+0nNH6uM9oS1EnkgQw\nQgghxFXyX0Pebu4kJTaJhDDJrQFLTqLsxBd2aM/Z3FZ21+6h356PLaEFHZAW713yNC+1kPioeC50\nXqKvNUObdegzO7QB5Tc+sxKl0Dvg8Q3q9zUcHvflHuGSfg19jdpjq8vGyYEPuPnmFaiDtQOKZqeT\nOyORlKQYWrstfPKWBcACLdgaLlSgdKjxKHlJuVrlM//9KRbPi+eFI959Yg43Haey9zKV3ZexuLyz\nPgkx8WE/k/936AucfL/b7LREdJfZP5h676SBv+2rBuC2G/PHbRbCN/i9Y00BD93uDY637a3ic3cu\nAgh7LUcT6bKv89XezTvn5CYTHxtNZloc//FyCRZbcCEHi81FQ3v/pCxrm0qmATsOl4f7N80lIS5a\n+97nzkoNCkD8l5v99MWz9Pbb6O6z4XC6mT8rFZ0OoqP0GAfs7Dhcg8vtpqgwI2Se0wdnvP1t4/KZ\nbKt8fVz6eWxULIsyFlDWpfJK5U6+sCQOq8umBTJ7DAeDXjOWpahjJQGMEEIIMQ5yErPotzj41xdO\nsrAgjS/cqwQ871ty8q/b3iemsJzhed6Hm46RolugHW9z1mvLppSMBZzvvER11FG+uGkLUfoofrWj\nlK0bCtEBFYZeLYAB7/4OxU3HtcfjtdxjeEL8Hy+9REn7BVyewEpj5zsuUtlh4L6Nn0Ov09PcZebR\nwUpipyraaexrxu52sGpxPqGECpS8lc/e4uZZ64LyUvY3FGuFCnbVvI/NbcPt16aK7irtWo4k3AzT\naHeZ/YMpi83JxuUzOXqxlTcO17Bhae6Iv3M0wwe/VrtTyz/xBS8N7f1X/f6RJqFnpMRjsbm4d0Mh\nUXo964pyePt4Ha8dqAFg+bwM5s1Ko89i50BJMwDpybHXVfDiH+yV1XVxoaaLmGg9d6wpYN+ZRrZu\nKGTv6Qb2nmlg6/rZWlGJojkZxMdG8f8Nbjppc7i0JZXJCdF86rb59Fu8O5QUZCfx/T+cZNfROo5e\nbCU+NorGwaV7voBw+bwZFOam8NBdhXy7uElr31j7+aL0+ZR1qXRaunit6i3sLruW07YofT4dlk7+\nZc1XmZc25+ou4DiKeuaZZyb7dz5jNttHP0uMKikpDrmWQnhJfxBTrcfay4GmQ5ypbsE5kMDtqwuC\nztl3thF71kUssa1Bz3nwYI3q0QIYh9uJ3e1gWWYRnZYe1J5q7B4ryTHJzE0rBJ2Oe9bNZtm8GfSZ\nHQH5DyWdFzjacCbg/Rv6mlidcwPJseOTJ9Fj7eWvFa8GVTjzcWJj7YICtq5YCaC1Lz8rie3Vu3it\n6k02zFxNUkxwezblbeBj8+7W/hcfFUt5dxUuj3swCNHRPNBCTmIWTreTP1x6EafbOwB0epxBbfK/\nliN5seI1jLbAfAQPHjqtXayfuTqi69JncfDxjXMpr+/B0NZPalIMNruLrPSrKzublZ7AvFkp7C/x\nDlRvuzGPzTfkBZzzHy+XcORCC/eun02UPpIdMryD8d/vLkdt6KXLZKWsrpvstISw7dywNJe71s6m\nIDtZ+y4v1XajFKajFKZjsbv5wr0KtS0mkhNj6Dc7qG3pY/OKWSTGT+398vH6+/D73eWohl423zCL\n3+8ux+XycNfa2ayYn0mfxcE962aTnBDDueoumjoGyEiJ067n73eX0dFrZVFBGoW5ydrs6dOPrmV+\nXhr5WUnkZyXR1DFAVaORPosDs82J2erUcp2+/tANzM9LY+ncGdy4KJsXK16lZaAtoI1j6edlXZVU\nG70BrdFuot8xQLQ+hgVpc9mm7iBGH82nFn18wqvs+SQlxf0g3HMSwExjMmATYoj0BzHVTPY+/nDp\nRXSeKPrbMvn4xrlB51S2tFLqOIAHD2tTb+OpTV/hwuUOTLpWZuuXYyJwGZBvMGLoa+Ty4MCi3tTA\nxrz1zM1N184bnrz9p4vbgjaou9KB+Gj2GQ5R1eu9+54QHc+/bfoeDyz8KPXGBjosnWHbCt7Szna3\ngwcX3hfRYOhSZ4U2sCrvrqK+r4FLXRVszruJs+0XON12btT3iGRg5x84LZmxiK1z7+ShxfcHXbNa\no0ELoIbzfRczUuM4erGVy01GWrrMZKXF02m0XlUgs+9sIwNWByazg4LsZG5YkBnwfEevhcoGI4tn\np5OTEdnyoaz0BFKTYjhe5h0ApyfFsWh2Oj0mW1AbPR5PyO+pz+LgzjUF2ixLflYSfRYHD2yZT0pi\nLCVVneh0sHx+ZtBrJ9NY/z4MD/Z2Ha2j02hlwOrE7faQlRbPyoXefwtzclMoqeqkuslIQ0c/t92Y\nz/nqTt492UBcjJ6nvrCWU+XtrC3KQSlMp6XLTJHf7GlWegLK7HQtYF08O52bluWi0+k4dL6JPouD\nzLR4mi0NvFH9dlBbr7afO91O/lz+N2yuwOtU3VvDnNTZzE7J56ZZa8lNzL7Sy3fVJIC5TsmATYgh\n0h/EVDM0WTnVfQw8YG8roKK+h6y0+IDB4Cvl79Cn9w4Yja52NuatJ8qdyKW+EkzObtAHLsXy4KHD\n0klZt6oNLBxux6izCYmJMZxtucinF93PV1c9pg3Kxyt4cbqdvFC2TWuTc3CGQ8lYOBichG+rw+1k\ne/UuonR67plzO3rdyDMGoQZWffZ+BhxmkmOSOdJ8EqPdNMI7eF3pwC4jPp3EmAQtWBlwmLWg5Y3L\nuznRcobNeRvCtr/TaOF8dScDViddJiun1HYq6nu4a+3siH6/vz6Lg8tNJgasTu5eU0B+dnLA83qd\njqMXW0lOiGXFFQQLxy61Mjs3mY5eC2093vY2dw6wZdgMz4Fzzfz6jYsU5CSTnT50TVYVDi0l8p9h\nA8jLSuLwhWYqG43Mzk5iZgRlxSfKWP4++JaNJSfEUFrTDYDHb4Lv659Zyfy8VO2xaujlYm03pgE7\nxgE7FfU9HC5twWJzct/Gud7vR6fTAr/hs6fgDVh9M1s2p5uH71rM/pImmjrNVDb0Ul7XQ0N8Md22\nHu4qvJX/tearATOWV9PPT7ed42Tr2aDjHjxc6lJpGWjlkws/Nmp/HU8SwFynZMAmxBDpD2KqZacn\ncrr1PAMeI86W+XzuzsUBd8odLgev1b0KOu/oxze4v2fBzbyrHodYG+kxM/jJ5u9x/4Kt2mAECBpY\njDSbUGs08HbNB/RYjTxc9CkSosMnsF+tUIOdhr4mYqNiudB5acS2ql1VnGorwe1xDy2Hu8Lf5VNv\nauDrq79MRnw6S2Ysxuy0BC0BA1iaqfDMzd+64oFdaWcZf614FbWnmm5rDydbz7Iicwnb1B30Ofpx\nul3ERcWFnI3JTk9g5YJM7U66y+1hwOrkVHkbeVlJVzQTM2tGItv2VZGXlcjf36MEPZ+eHMeeUw10\nGC3MyU2J+L37LA62ri+kMCeZkqpOrHYX3SZbUPB9oKSJCkMvW9cXkpoUyxuXd3N8lABOr9fh9ngo\nrenmcrOJu9ddeeA2Xnx/Hyrqe654Fuz3u8s5W9nB0Uut6PXefKeYaD03LZvJ0rkZIWdQFhekad97\nckI07YP5Li63h+y0BG22BoJnTyF4ZmvA4qC8vpvefu/fuJh4B51JZ/HgYXnmkrD7tlyJUMsnfRxu\nB/2OgYj663gaKYCRJH4hhBBinOhtKeii2sjK8nCptos1ytByiz2Xj4M+dBnSdN0seqmm19HN0ZaT\nAaVQw1X+Clf950BjMVanjSdW/SMZ8elBz4+HcG16r37fqG31PyeSqkkjlTkecJp533BAS1q+s/CW\niD9DJC50lNFt9d6BbzN7q8b9pfwVrerTHsMBSjvL8ICW7OzPV17ZZB5KbLfaXSwsSLuidvRZHORk\nJFCYG3ozzphoPUvmZHCuupPXDl7m07cuAIIT8/2T0E+Wt3HofDM56Qksm5fJtx5ezQ/+5N3nY/ie\nMnWtfcRG65mVlYjRZuJM23lvUYXqXWETxivqeyip9C4l7DRar4mKZKMVLPC/Pu+fNHDkYmtAgYSH\nblvA1g1z2La3is8MVoILVf3Nf4+iPrOD+jbve3xha1FEe/X4F4Xw/fyljy7RSqivWNfPyR7vbO1e\nwyE259805gqDvgIdz55+jnpTQ8hzpnrzSn8SwAghhBDjZFbyTNr7a3j8U3MxtqUGPPdB496g890e\nN38u3c6AWQfegkW8rr5DumMeq+Z7l/H4V/7aazjE9updpMQk8+UV/xDwXrVGA23mDs62X8DtcdM6\n0E7RjEXj+wEHDa9GNlyPtZcXyrZRmFrAgwvv04473U7aLEPloyOpmuT/u062nuWFsm0Bzx9sPMLa\nnFXMT5+cykiVvZcDHreavQPYQ01HuX32loDnfOWV3zhcw1olmy6TldqWPrbtrfCUd4kAAB7HSURB\nVGKtkhPxYD4tKZYfPrYBjyd0wYSK+h6MAzYAappN/OL1C2SmxfPDxzYEDMr9N5p894TBG5jEeGdQ\nSqo6tEH3ibJWHrzFGwRVddXSYq9jbu4CovT6gIpvhxqPcufszWQmeGcaa40GbTPRojkZPLp1aIPP\nidxo0/86+D6rv9LqTl7YdUmr5PaTv57hk1vma/ux+F7juz6FuckcLm3BbB3ao+Xbf7+axbO9NwR8\n1d8gMNjw8S+r/fyOUu5cU0BSfDSnK9rJ33x1syW+oMjtcXGo5y/a8fHeUHKksuJTvXmlP1lCNo3J\nkhkhhkh/ENeCpblz+ei8u8hOzCI+Jor2XjPpyXG43C521ezBg4dvr3qSh5d9QlsitiFvFQe63sUx\nmDfi0blISY4KmeOSGB3PoaZj2N12EqIT0PlV43q96i0+MBzUygf7EujDbeA4kaL10bxWuZN+h5lb\nCzZqx8MtPYu0alK4ZS7n2y9yz9zbx95wP063k79V7ghKag5H7blMTmI2eckztWO+AbsvsX314mz2\nnWmkptlEa7eFLSvzwr1dSOEKHmSlJ7Awf2jZktPloc/s4OC5Ji7WdVNS1cHJsjaqmozefJyKdrpM\nNhbmp/HRm+ZobbxzTQGNHf28eaSO3PQE8rOTeenSm3RFV7Mi7UYSZ/Sx4/JuHIMV3wDOd1wiNyk7\nZG6QL5ejICeJ02o7Ny2dGbL948W/SphvuVin0Up8fAwr5mZo12dGSjyLZ6fRbbKxs7iWksoODl9o\n4XKziS6TlbePG+gzO7DaXWQkx7J6cTZmmzNgqdhI/AM1nU7H1g2FYfNdYOSiED6+76cvrp6zHYFF\nK8a7wqDPWPvrWEkOzHVKBmxCDJH+IK4F0fpo6k2NXO5q4Kd/VKmo7yU/KwlrVDdHmo+j00FealbA\nOvLTbec41RbZIOFg41Gt8leNsY4+ez8nWs4w4DRzuOlYQPngSJL9J0qUTs9lYx21xno25a0nfjAP\n59fn/4jVZQ0490qS6/2rhG2atZ59DYcBUGYsZN3MG8f1M4yUexOKBw9qTzV3zr4lKC/EN2itbTah\nNvTSb3HS3RecaxLOn99Tee+kgdWLs4mJDp1z4gsWZmYmUN/qXbJktbsYsPhK8Xqw2b1L31yDdXlj\nYvQUZCWTlZ6gtbGly8xptYOqRiM3r0rnb9Xb0cXYSUi2c6HnHF2DS+p8LC4r1b21pMQm83bdBwG5\nEr5B99vH6imr6+HmZbkkJQQG1FeSlxLu3Ir6Hn67q4zKRm+Adqm2m9NqO3UtfaiGXvadbqChvZ91\nS3Lo7bfT0N7P+epOjl1qo63Hgsns8F4fhzf4n52bjGnA+/fkqS+s5bZV+WGDj9H4vybc6yMpCuF7\n7XiU+o7UZP6uUCQHRgghhJgkfy1/BaO9j6XzHuBiay3/e38TJPXCYD7/8CVikea4ON1OiptPaI9t\nLjvnOy7iwcPbtXtCtiWSTRgnSlHGIsq6VPYaDvGpRR/XZoYSouP5yeZ/JUY/tiHIEb9rUWOsj2ij\nyisxUu4NQF7yTJr7A/fzMTstvFXzHiuzl2tLqfwVzcngaw+uuOJlVaqhh95+O/GxUWHPGb5cbWZm\nInUtfVys9VbOWjArlYKcZFo6Bzilepfx/Y+PL2XerKF8nIr6Hg5f8ObqGAfsPLXjb5DjDXaqzJcI\np8fWyz7DYe3x9updJMcksa5oFQC3rsqnstHIwfPNPHTbwoDXRrqRZrhzK+p7cLnduFxDwXt3n5Vu\nk42WLrN2rLfPxl1rCliUn84vt5ditgXmo62Yn4nD6SZ3RiKVhl5tOZ1v2VeopWLjoX2gQ8spOtx0\nPCD/LZQn1z7Bz87+msu9dfz3rT8kNip2Qtrl+13XKglghBBCiHFitJm0nIja5HeInefAHmMDjx7f\n4h+33k6l8xSr8K4jj3SQEGqX+HCbSPqMlOw/0Xz5N0ebT/HAgo9yrOU0PbZebpq5dszBy/Bgzuy0\njPva/NG+l2dPPxfy+B7DAS51VeD2uMMm9t+3cQ61zSb+uLuc7z26dsTf43C6aeu2MD8/dcQ9c3wD\n7PzsZB7YMh+AX+0o1QbizV1mHtgy3xvg4C1zfOFyd0AAUzQng88nDuat6Ny40+sJ9RuTohP5/s1P\ncqChmLfrPgDA0N+oPe/yuPhL+Susyl5OdFQ0a4uyeemDaA6WNLF0TgZRej2Gtj7OVnVSOZiX8u8v\nnuGBzfNDBjIV9T3sLK7Vclj8CwLsLK6lpWsAk9lBbkYC65fkUt/WR7fJFvAe//zQDSyb572L8M3P\nreSnL5YAsHpRFgU5yTR3mfnKA8sB2La3SruGoZL0ITDfZyyOt57R+vHuCJLkPR4PTf2tZCdmTmjw\ncq2TAEYIIYQYJ8VNx7WfXXG9hNsx4WpmRkabEfAXpdPz3fXfnJKZF5+kaO8gzOqysq+hmEOD7b8x\nZ8WY3ztUMDfZs02+AGd4ojNA80DrYJuC76jnZyezZnE2P/jTKRra+zlY0kTujMSwMxCt3WbcHg8F\nES5fCqhgtSRXe+wbiPsHOCNV0GpxV3IxTP7PgNPMWzXvcb7jYth2OD1O/lT2Mo+v+Dwx0VFsWjGL\n90818OKeStKS4nC5PUTph8Kj/OzksNegaE4Gbb1mLYBZVJCGoa2Plz6opLFjAPBWYnv47sWsmJ+p\nBW4Vhh506Fi9JJfqJpMWwJTX9XD/prk0dw6Qn53MJzbPC7gWoyXpg7faX2Nfc8ggNVJOt5NjLae0\nx+YIkuTNTguJ0QkUJF9Z/tT1RnJgpjFZ8y/EEOkPYqoN39xxJFezjtw//yM7IXPEweNkrlMPZ6/h\nkJavU2usp9/pHWjOSZnNvLSxVQyb6rX5/kbKlak11rMpfwOxUTEBmz/qdDpy0hM4dqmVqkYjLV1m\nstLiQ+Z3lNd1c6ayg00rZgVsmBiJUPkXo+Vk+PJW9ne+E3ZfEPDmadlctrDPA7RbOrm1YCM1jf0c\nvtBMb7+dfot3Y8/uPhtdJiupSTHodDoa2/spzE2hx2QLugYut5ufv3oBu8NNTLQetaEXs9VJW48F\n5+DSsSf/7kaWzp3hfcHgRpFxsdHMy0vlwTsW09rZH1BU4c41BaxbkqvltlxJfkuv1ciLFa9d8d4o\nw5P136h+m4qeqoBzDKZGVuesDJskHxsVw+2zN7Mqe/mIM3LXA8mBEUIIISZYqFkBf7cWbBq3JU7h\nZmOWZip8deVjZGen0NERvi0TLShfxz0U1L1bt5cNs9aMKV/lWlqbP9LMmMVl1e6oD79jH6XXkRgf\njdnqRG3o5bntF8hKS+AHX1ofUNo3JjqKhflpxKQaudTVH7RkabyWMvn4ZhyeXPsE/+fkdgyOchKi\n42kZaAs4L9zyxWhdFM7BfXLcHrf2+f33MfFZNjeDb3xmFQ3t/dS39fH2sXrtc/uuAYBxwEaUXseW\nG2axqCCdHYdrqGnxBlexMXpWL8qmvL5HK3Ps+wyh9lMZ6edIvVXznvb5r2RvlOH/Bo60nAw6x4OH\n16re5GurHh/xvcIl+39YSAAjhBBCjIPRlniN5xKna2kAH8pIwdy1tJfEeBhtn5pDjUdJj03VErXf\nq9/HR+fdTdGcDL70kSJ+ucM7k2axuWho7+fp353A5nCRkhjD04+uIyk+mgdvmc+x/nc4WBW8ZGk8\nljKFE5VoprfdyL+s+WpEm6KG+vy+f/enKvoDlnUphenodDr0eh0Wm5NjF1u1JWJP/+4EOh0kxQ9V\nLHv2nzbicLpJiItm3qwULRh6+tF15Gclhc1VGW9Ot5Mz7ee1x5H+ezbaTJS0l+LyuDjcdJz0uDSs\nTivzUufwL2u/isHUyE9P/wKA5ZlLwr7Pa1Vv0mnp4tGlf0fCYHW/DyMJYIQQQohx4D+QDbWb9VQm\n1E+2yQzmriWhPrcHDztr3tEev19/gFsLNpEUk4ihvZ/bb8yjrcdCWZ13xqG124zL7aHTaOVrPztE\nYnw0aeke2mZ6B7/7Gg5x9xzvnjfDB8WjVbC6Uh3mTmL0MaTFRbZ0baSKeuuzP866ohwt0PD/uWhO\nhjdgGwxKmjoHgt7nv7ad0xL3/Xe6n+gqYcOdai3B4XYEHDvUeHTUf88HG4/iGpyZ8q8auClvPQCl\nnWXasbdr95CbmI0bd9DMWnl3Fb3WXuKj4sb8WaYzCWCEEEKIcXatz5BMtA9rMDf8ezfaTHz3yI8C\njjncDu2OvX/p48S4aPKykqhqNFI+uHzKbHNitjnpTa4iZnDw+27dPjbmbSApJjFoUBzpUqZIeDwe\n2i2dZCdkRrxcyf/z99qMPHXkxyyZsTjgew63fMsXlBj77VQ3GYOCGP+S0/473U/WzIvP+/X7g455\n8PBa5Zt8bP49IZfzOd1ODvoFdwNOs9/PlqAllwNOMy+UbSMpJjFgZq2qp4a2gXbmpc257vNfRiMB\njBBCCCEmzIc5mAs3E+WbgRqt9HFLl5lTaivR2UMliq0uGy9XbGdl1rKAwfR4L80z2fuxu+wj7g4/\nkvS4NPKSZlLdW4Pd5SA2KmbE8/2Dkl/tKGWNkh2w3Mw30wJjz2EZi4KUPNotnXxr7f9DWlwqTx35\nMR48NA208GrlTqwua9ByvtOt57CGKXjwft0+4qJigpZc9jn66XP0B8ysvV+/Hw8e8pJmTtwHnCY+\n3BlAQgghhBATwOl2crzldMjnfDNQPsNLHz+wZT4PbJmPx+Nh3U1OdLGBg9+Sjgv8peKVoET6w03H\naB0YnxkJt8fFhplrtP18rsbSTAWH28kHhoOjnhvqGty5ZjZ3rCnggS3zybuCKmETpdZoYEXWUh4u\n+hSzU/IpbjqufQcmex/1fQ20mTs47FdOHeDNmnfDvueA08zumtAb0QK8cXk3l7oqONl6loruSsBb\nbvnDTgIYIYQQQohxFqqQgV6nJzkmiZyELL5yw5dCvm74QL4vqSrkeb6lY/6GB0aRqDUauNRVEXQ8\nIz6dLyz9LFvyb76i9/O3ZMZiwFtowOUObm84/lXEQlUUmyoHGot5r24fN81ci8vjClj25e/t2j0M\nOLxBhsfj0cpNf/+mb/Ho0s8FnT/gNPP0hn/h+Tue5f+/7d9IjU3RnnO4nfzh4ou8Vvkm7sFgqaxL\n1d7/w0oCGCGEEEKIcRYuoV2v09Nu6YxoY9J1RTk8ufYJPr/kMwA8tPgTfGTundrzCdHxPL78EQC2\nzrmD5+949orzig40FrO9ahcutysgmLG77Hg8oUslRyprMH9mwGEOmpWYbow2E2faztNqbudQ07FR\nK+29Uf024J2ZsQ8m/Zd1VYxY6ABCB75Wly0gb8bqsrG7NvyszYeB5MAIIYQQQoyzcLk/5zou8tvS\nP/NO7Qfckn9zRKWP56fN5VML70NJX8gvzv1GO25xWinr8i4rauhvvuI2+lcx21XzPo39zXRbeyjK\nWMQLZX+jvFvlBzd/m5TY5Ct+b4ATLadxe9zA+BcZmGwHGo5oy8Xeqf2AGQkZI55/tOUk2QmZ2N2O\ngGvw/ZufHPEaRBLYwvVbyS9SMgMjhBBCCDFJCpJmAd679PsbiyN6TU5iFncU3kJDf1PQ3fnjradJ\niUmmsa/pitvybt1ebSnaXsNByrpVWs3tHG46ToelEw+QHHN1uSehKmtN11kD72cZmkEacJqZnzaX\n5+94lufveJY5qbNDvm5nzTvs9cv/ieQaPLn2Ce19hy8n83c1ywWvJzIDI4QQQggxSU60ntF+3l2z\nh5tnrRvxjrzFaaW8u5KF6fPCLj/KiE/nc8on8Xg8EZfXdbqdHGke2gnehVv7eVft+zhdDnKSsq+6\nXG+opVDTddbgbPsFzE5LwDH/zzJ8tm2f4bAWXNiH7RlzJdcgXB7VU+u/Oe2u4XiTAEYIIYQQYhIM\nn5Wwu+28XLGdm/PWBu0d4nO5t5bfX/wrH5l757iVpK41GthrOBSyEACAZXCwnpNwdSWUYeRNLafb\n/j8HGq7ss4xUJexKrsH1dA3HmwQwQgghhBCTINQd9ZKOCxj6Gnl06Wexumwsyyyi1mjQNkQ8234B\n8ObBhGNxWintLCM1NmXEsse+9z3ZepZzHRdGbW9iTEJkHywE/2Dr1+f/yMWucn608btkxKdf9XtO\nlX9a+UX+8/QvmZM6my8t//sRzx0+swVwa8Gmq9qf58O8h9JoJAdGCCGEEGIShEvQ7rJ288dLL/Fq\n5U76HQPsbzisVQYr61IBKEzND/u+FqeFF8q2UTxY6StcaeQDjcW8WrmTs23n8QD5ybNGzOFoMF15\nXk0oizK8m3RW9daMy/tNtpTYZJ65+Vs8suShUc8Nt3RuvPbnEV4yAyOEEEIIMQmG31Hfefkd3q/f\nD0CPzQjAtw7/AL1Oj9vj5oWybfQ5+gE43Xpe25F9uIy4dJKiE6kx1WubHjb0NVGUsQhDXxNmp5lo\nXZRWccyn29LDgMMc0C6jzcTTR3+Cy+Niw6y14/K5F6cvIDkmCasz9G7017Jao4EBxwDLs5YQGxU7\n6vmy7GtySAAjhBBCCDHJnG4nx1tOBx3XodPK7p7rKNWOj1SGWKfTUZCSh9pTzd8q36DX2ovL4+b7\nx39KvD6OLmsPdrc96HUWl5XdtXsCljcVNx3XgpzxKn08OyWfn2x+Gr1u+i382Ws4yPmOS9wz93Y+\nPv/eUc+XZV+TY/r9SxJCCCGEmObCbYTo22sEwOUZqgw2Wgne7MRMALos3drreqy9tJjbsLvt6Ahd\nTcx/edNElT7W6XTodXpqjQYudpaP+f0mi9Fm4nznJdy4MZgapro5wo8EMEIIIYQQkyzSDQv9jZRL\nYXZYR3ytf2Dkb7Rd4Mcrf6O8q5Lnzv2Glypex+UOXf3sWnOo8ag2G1ZrMjDgCF9dTEwuCWCEEEII\nISaZb8PCcAn0oYTbvNDpdlJ9FQnySzMVnr/jWS03Y6T8jbHy4MHmsmO0mzjUdHTM7xdKuOIFV8Pp\ndrLf73pYnNZpuxHn9UhyYIQQQgghpsh45EyEW4423GibIE5k/kaNsU77eUfV26TEpLB25qpRX+df\nUno0+xsO09TfQlHGIqL0UWNpLrtr3sfmCiw6MF034rweyQyMEEIIIcQ0FulytPGaTblSw/dGceHi\nL+Wv4HQ5A2ZNQs2gHGgs1kpKj6TL0s2Z9vO0mts5PFhOeiyG7+UCU3f9RLBRZ2AURdEDvwJWAjbg\ncVVVq/2e/wbwONAxeOh/qqqqTkBbhRBCCCHEMNd65atQM0ROj5PdtXvosnZT39fI11fPYq/hEC0D\nrVr55w5LJyXtF3B53BxqOsrc1DlhZ2O2qTu0n9+qeW9M1dMa+pqxDs6+PLToE2HLV4upE8kSsgeA\neFVVb1YU5SbgvwD/7UTXAF9QVfXMRDRQCCGEEEJMX+FmiD4wHAB0uHHzvSM/1o6/VPEaTo+LS50V\nWkW17dW7WZQ+H6PNFLREzOFyoPZo99axhigPDaGXo/kfqzUaaB1oZ5u6fdxLSYvxFUkAsxl4F0BV\n1eOKogzf1WgN8B1FUWYCu1VV/ck4t1EIIYQQQkxTvhkip9vJ00d/os3GuPHAYHU0HTqtUtrx1jMB\nj8G7fMsXpBxuOq7NitQaDZR0XAjYoNN7TnC+yoHGYhr6mgMCoAONxTQOHtvfcJjzHZdwepzaa3yl\npIcHQ2JqRRLApAJGv8cuRVGiVVX1fbvbgOcBE7BDUZT7VFXdNdIbZmenXFVjRTC5lkIMkf4gxBDp\nD+Jac6juRNhiA8PLPIcr+wzwdt0ePrJsC8lxSfyl8ghnmkuDznF73LxY+QqPrfkcjS31zE2fzdn2\nC7g9bg53HmHVzKW09rVT0lGKy+3il6W/pbIrdCW34qZjPLDiLvJTZ17BpxUTKZIAxgT4/1dQ7wte\nFEXRAT9XVdU4+Hg3cCMwYgDT0TF6pQwxuuzsFLmWQgyS/iDEEOkP4lr0VvnecXmfAYeZ5478maKM\nhRxvLAHg3jl3cP+CrYB3pue5c7+j39bP9gvv0WJp5YYZy7U9XV67uJuylmpqjfVacYBwwQt4NxT9\n7cltWrlpMTlGugkTSQBzBPg48MpgDox/mJsKXFQUZQkwANwB/OHqmyqEEEIIIa5H/sUGnj39HPUR\n7m4/fDkZQEnHBc51DA1JDzcd587CW0iKSeQvZa9o++K0mr2bcHYMdGvnevCMul/MrQWbZNnYNSyS\nAGYHcLeiKEcBHfBFRVEeBpJVVf2NoijfBfbjrVC2V1XVtyeuuUIIIYQQYroLVzktVGATbjmZ/3Gz\nX65KtD54eOtwO66ofbLny7VN5/GEX2M4QTwyrT0+ZImAEEOkPwgxRPqDuJ69VP4aR1qC92nR6/R8\ne+0/88vzv4toY8/RLM1UZNnYFMrOTtGFey6SGRghhBBCCCGmnNPtpLSrPORzbo+bP5W/HDZ40ev0\nfHz+VnZefjvo+FPrvymzLdOIfqobIIQQQgghRCRCbYqp1+l5esO/8PwdzxKjjwn7WrfHzXv1+0Ie\nf736rXFvq5g4MgMjhBBCCCGmhVCbYvoCkK+ufCxkbo0sqbz+SAAjhBBCCCGmhXDJ/+LDRZaQCSGE\nEEIIIaYNCWCEEEIIIYQQ04YEMEIIIYQQQohpQwIYIYQQQgghxLQhAYwQQgghhBBi2pAARgghhBBC\nCDFtSAAjhBBCCCGEmDYkgBFCCCGEEEJMGxLACCGEEEIIIaYNCWCEEEIIIYQQ04YEMEIIIYQQQohp\nQwIYIYQQQgghxLSh83g8U90GIYQQQgghhIiIzMAIIYQQQgghpg0JYIQQQgghhBDThgQwQgghhBBC\niGlDAhghrpCiKAcURSkK81ydoijxk90mIaaK9Achhkh/ECLQRPUJCWCEEEIIIYQQ04YEMEJcnWcU\nRfkygKIoRYqiHJji9ggxlaQ/CDFE+oMQgca9T0gAI4QQQgghhJg2JICZRkZaRygmlqIoyYqixPgd\n8t9ASTfZ7RHSH6aS9Idrj/SHqSP94doj/WFqTUafkABGiMi8AGxWFEUP5AClwKzB51ZPWauEmBrS\nH4QYIv1BiEAT3ieix+NNxKTKUhTlLSAe7z+G76mq+oaiKBeAg8ANeCPdT6iqapzCdl5v/gv4xeDP\nrwEvA68oinIrcGbKWiWkP0wN6Q/XJukPU0P6w7VJ+sPUmfA+IQHM9LMK+C9VVQ8oirIR+AHwBpAK\nvKyq6hOKorwIfATYNoXtvK6oqnoUWDvs8LoQ582dlAYJH+kPU0D6wzVL+sMUkP5wzZL+MEUmo09I\nAHONUxQlGbCpquoYPHQY+LaiKI/hvXPgv8awZPD/G/DecRDiuiL9QYgh0h+EGCL94cNFcmCufcPX\nEf4M+LOqqp8H9hOYDOUJ8XohrifSH4QYIv1BiCHSHz5EZAbm2jd8HWE58J+KonwHaASypqphQkwB\n6Q9CDJH+IMQQ6Q8fIjqPR4JQIYQQQgghxPQgS8iEEEIIIYQQ04YEMEIIIYQQQohpQ3JgrjGDO5f+\nAZgLxAE/AsqAP+FNOrsIfFVVVffg+dnAEeAGVVWtiqIkAS8BGYAdeFRV1aZJ/hhCjIux9ge/9ykC\nTgC5/seFmE7G4e+DDm8uQNXgWx5TVfU7k/kZhBgv49AfooD/xlvuNw54RlXVXZP8McRVkhmYa88j\nQJeqqluArcAv8Xaw7w0e0wGfAFAU5V7gfWCm3+v/ETijquotwF+BJyex7UKMt7H2BxRFScWb3Gmb\nxHYLMRHG2h8WAGdVVb1t8H8SvIjpbKz94fNAjKqqmwbPWziJbRdjJAHMtedV4OnBn3WAE1iDd9dY\ngHeAuwZ/dg/+3O17saqqPwd+PPiwEOid4PYKMZHG1B8G7zj/BvguYJ6E9goxkcbUHwbPzVcUZb+i\nKG8riqJMfJOFmDBj7Q/3Ak2KouwGfgu8NdENFuNHAphrjKqq/aqq9imKkoK3DOD3AJ2qqr5ycX1A\n2uC5e1RV7QrxHi5FUfYBTwA7JqnpQoy7cegP3wd2q6p6ftIaLcQEGYf+0AL8RFXV24F/wztLL8S0\nNA79IQvvrMt9wE+BP05Oy8V4kADmGqQoymy8my79RVXVl/DeOfBJIYJZFVVV7wC2AK9PSCOFmCRj\n7A+PAI8pinIA79KB9yeqnUJMhjH2h9PATgBVVYuBvMFZSiGmpTH2hy5gl6qqHlVVDwKLJ66lYrxJ\nAHONURQlF+8g61uqqv5h8HCJoii3Df78EeDwCK//jqIonx982A+4JqqtQky0sfYHVVUX+tb7A63A\nPRPYXCEm1Fj7A94Zya8PvtdKoMHvbrUQ08o49Idi4KOD77USMExQU8UEkCpk157v4q0g9rSiKL61\nnf8M/EJRlFi8O8u+NsLr/wC8oCjKY0AU8MWJbKwQE2ys/UGI68lY+8O/A39VFOVjePMF/mEC2yrE\nRBtrf/gt8GtFUY7jzaH58kQ2VowvnccjN1+EEEIIIYQQ04MsIRNCCCGEEEJMGxLACCGEEEIIIaYN\nCWCEEEIIIYQQ04YEMEIIIYQQQohpQwIYIYQQQgghxLQhAYwQQgghhBBi2pAARgghhBBCCDFtSAAj\nhBBCCCGEmDb+LxvKinG92rtnAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x121f4ac18>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "speed_pair = tl.execute.calc_pair_speed('AG0', 'XAG', \n",
    "                                        start='2012-07-28', end='2016-07-26', show=True)\n",
    "speed_pair[0], speed_pair[1]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "上面的计算结果0.55为国内白银（AG0）对趋势变化敏感速度，0.60为伦敦白银（XAG）对趋势变化敏感速度，即白银的外盘敏感速度也快于国内期货趋势变化敏感速度。\n",
    "\n",
    "字典中key为将会使用做为交易目标的低敏感国内白银（AG0），value为做为趋势风标的高敏感伦敦白银（XAG），如下所示："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "pair_dict['AG0'] = 'XAG'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "下面计算沪锌（ZN0）和伦敦锌（SND）对趋势变化的敏感速度，如下："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.57260273972602738, 0.53424657534246578)"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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Pbp1PbXM7qYnRxEVrBlxfiHB79cNSlEoFd1+1AIDUbvO4RiJsf90alZrIKAW3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\nFMCIiIiIiEjaUAAjIiIiIiJp4/8D8DFvj8iqONAAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x121859a58>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "speed_pair = tl.execute.calc_pair_speed('ZN0', 'SND', \n",
    "                           start='2011-07-28', end='2016-07-26', show=True)\n",
    "speed_pair[0], speed_pair[1]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "字典中key为将会使用做为交易目标的低敏感伦敦锌（SND），value为做为趋势风标的高敏感沪锌（ZN0），如下所示："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "pair_dict['SND'] = 'ZN0'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "下面计算沪铅（PB0）和伦敦铅（PBD）对趋势变化的敏感速度，如下："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.50410958904109593, 0.59999999999999998)"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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bhrpAfa441U5cTBjG2IgxncvhdFNa1UpuRhwR4d5feYHWG/QkxITxlwfWU1nf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\nrGZiQ2W4SKedlNjoGCK9zj4UKCKGoi0USttPSP+f67lIQUK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lT2SCVryv2wY6eLr8Zxxs\nORL5IPNEUJHw3dYSSZlwNvAFfNRaGqTPQcnl/ITxDZu6NjG8dbqGDYDH4yexsCNsuaxQJyMjc7Ww\nqEe2yTFJJGcmUd1s5p3TojhAj8UV9QTkueLdtlIu9lWzbtdqRkeeB2PVK3su8uvzf+ShZfdIkqsg\nDoAThwybPmc/p7vOUWQsYHnSkrnq/qLkUl8NVreNzZkbpZyusQivyD62ApUv4OPYiEKNDp+TE52n\nKUzIC5PpvZpnU4P37QuXX+bdtlL+adMX0biT+dbvxHw3ry9AW4+dl0oaxszTmAmv1O+nx9nHIyvf\nT4I2Hr/gx+5zSOGas8WZRtGrIXh0ON3+iO+kbH0WS4wFJMbG8+q7okTvTM8/WZWN3Q9fXP15+m3e\nEC/1y8176VdaefbIWf618LYp73v0/e3wObEYLvDJ+7bxm5cvAWL+ol3VCVdg0GunpP0EA0Nesvgh\nw0ar0tI80Lqg7mer28aZ7vP4BT+dDtGjP1tJ9WOpoKmV4+cbXWoyk59h4LoV0zf+c9Pj+XHxEwD8\n48v/jt/QydM3fueq9QjLyMhceyxqj43T5+SyuY7kNH9IMcfRNTKuFpw+J0qFEp1KO2abWHXMUFtX\nyPKnbvw2/7TpCwCY3Vb2NbxBVf/l2evsNcK++jf4c/XzVPXVTNh2MsVUR7YdrZx2pO0Y+5sOhrVd\nDLOpWUNhV1fsXZyqEfPdNpuGB2j/cFcxxQVJUfemVPWLohoapZqEoTBPm3v2w9FSUsS/glcHRH4n\npcQmsclwE28d66Gm1UJNq4Xv/L5s2vVszC4L9fYaPCorZ/orQjzT8bEa3IOxCD41XQPmaRVIffXS\n8fD7u+049b3t3L+jkPt3FPL68SZKG89J619vfAuzS1S8S9CK1z8lJgmlQkmPs29a5zkbjPS0BgkW\nSY42Y6mgvVwfuVBrdbP4fdW1W2npGuQ3L1+c9j2ypTid6mYz3/5dGW67+Dvz7y8en7NiuTIyMjIz\nZVF7bK7Yu/nPM7/h9vyb4UrxghcHmAiHz0WsOgaFInI4HQyrc402bECseQAzLxIpI2J122gfvALA\nZXN9RKW6kUxGsnu8tgICChT8YvfTM+j1wiQYdnXF3kl+WgFbitPZW9LAZiA7VU/ZpS4On20nL93A\n1z64MWrHtbitGHUJKBQKViavIEalI0ati9r+x0KpUGBUpJOXX0hWYeGY76RGXyWBrDao2wioyEyK\nm/akzDNVL4BCzDU82V/CHu8N0ruguCCJL8bez3d+lw0oePihpSzJNk5p/5dd4UUkAwRoVpXxjR2f\n48i5Dl493kBszFkYSiuy+xw020RxiKCXTKVUEa8xcMXeOanjBnNfZivnxRfwUTJCcTLIbCXVf33T\nF/l6ybdJ1Bm5KWc7f728FwGBNSkrI7Yfrer5gVuXUZg5/fzJ4oIk3nfTEv7jpT687ct47KPbyE0z\nTLyhjIyMzAJgURs26iHFKV/AR8FVIA4wEU6vY8J6KUGPjWuEYdPr7OOVhjdZn7aG69LXhcg9y0yf\nkfkEJzpPsafotnFDNkZK2z5Z+j20Si3f2/7kmG0HPIM0WJtptDbzVsshAP5h1QeidwILiMy4YY/N\nezeIz2lOmoEHbxRDJcuru/EHBPoHoiN7DKJRafXYyIwTj7chbQ0b0tZEbf/jsTxpKQ9mPirl/kV6\nJ1ndNkk8YsW2Tpor8qio7cXj9aPVTF5EobrZTFOnhaqBeslH7/A5+HPlK3xm0/D9VFHTR36hn06r\nhZLKK1M2bJ7Y/Dh7Sxp461QrgYDAXdsKpBop1c1m3jjZjCKpk4AqdNLF5h3gyxs/E5LzJyDg9Lmw\ne+3oJwgLDCoHFictn5VCkq9eOh4W/hlkNsJA7T4HTp+LZYlLxJyvoXfMeLLL5dXdpBpj6LW6OFXd\nMyPDBuBymxV8OlKNMZyu6ZENGxkZmauGRR2KphmKSfYKvqtCHGAiRI/NxIbN6FyPfpeZU11nuTIo\nzoDq1aEem0ZrCxf7qqPe39na70JgrHyZyZIVl4HNY4soBBEkXmtgfdpqtmdtkZY1WBvHbH81E6eJ\n5bb8m9iSMeyNGf3MJsbrsAx6Im0+LYJhUxa3FX/AjyCIg+lgbaLZpryqmyd/fRyn2xfxnTTScO7g\nIjdtSsPnD/DKsaYphQbtK23kaFsFKENDqS7YzoSEQeakGQjkn0FffJ7igrELPI6HOt6KV9dHdloc\n2SNqgRUXJPG5B9agzmgO2yYgBDgwZLiDaNANDAkKHGk7Pu7xrG4bFV3n6HR0R/SqRINInqggsxEG\n2uMQQ/BSYpJC3jFBD1EkctIM+PwBUhJ0FGRGVs6cCvkZ8cQZ/PjTa/DqZ6aUJyMjIzOXLG6PjWK4\nQOdi4GtDOTLjEaeJ46c3/yBkmd3rlNaBGOoRq46R4sNna8ZztmdS55OJ5LUn4hNrHiFWHTPudWkf\nvILZZaHOMmzMvNH4DlszNy3KZN6Hlt0z7vpEvZb2Hjturx/dFDwWY9HjENW/XH43Je0nKDLm8/Sp\nn7E+dTWfXjezWi4T8WzNi1THViF4thETQe55tOHsFwI0xR4EVnOwoo26NuuEIWnVzWb2lTZS02pB\nt6o6bBZrdBjkiqIY+jrEQbXDUAtkTvm8LvvK0BTXk2T7UJixVnG5h5TuW+m45GDjNjdt6jI+XPxe\nqvvrKBwhlz7SoHu3tZRdudvHvN9L2o8TGGr7auOBWSkk+cTmx/nqO9/F6/djr7gZbWYzhnQbT97y\nKKmxyVE9FogedhAnSyb7jlldmIRl0MOaJclRmbjbUpzOSydUWJOqsOvmrmCtjIyMzExZ1B6bkaFo\ni4G8+Gzy4rOnvF3QMzPyB//JLV/mK9d9VlL7ifaM52ztd6Ewkbz2RBi0+gmNvWMdZfyy8vccu1Im\nLRtv1vZqJyAEqOg6x+mucxHXJxrE3BfrYHTC0S6b66X/X298S5oIqTHXzZqUb5Arg534tVYyjQkR\nc+YiGc6tjlbik5043X5JOnk8z01xQZIkmuK+dAMxCgNJukR+sftpPpb9T/xi99MhuV2lI57Tv9fs\nx+qKHH41Hr2uHnSCno1Lw42inDQD920XQ9M8HlEVrcHazJH2Y1zoE4u0jjboxrvffQEfR9qHPTpO\nn3NWng2H14FbYSc3PgtDrAZPZwH9lWv57YuT95xNxXstemrX0GxrDVs31jumo0+cpMpOiZ6a3+51\nSwEkcQcZGRmZq4EJPTYmk0kJ/H/AesANfLKmpqZuxPqPAF8D/MDvampqfjnRNnOFXqPnY6s+NCuz\nanPNoMdORXcl+Qk5FCbkj9v2hdqX8fg9fLj4fQBSaM1IwyZ4TV5rOBBSVyVaM55vtxyR9jtebPjV\nysh8melgddt4o+kd8gzZ7MjZFrFN0KM2WnnpapZ3Ho/jV8r5S/XfSdDGsyFtTZjhZ8pPQqFQoByj\nFtVUiDSAfqdVrJsS9ODMhpRvkH6nFbw6spIj5y6MpYylX3mOgaPXA6KSWk7q+APZ8upuDLEaUo0x\nxCiWYMoU5dhGz+qPvh6C0svfql7nUxvfP+lzcvlcWD02ipOXs2NtVtj6LcXpOFw+rl+dQVZGgIZ+\nqLc0ARA/pIg2FU9oRXflnDwb7UMhvJlxmdxz3yr+/W+i4f2RO1ZMOvdkKt7r4uTlk66LFaSjV5y8\nyp7gfpgKt11XwNulBixua9T2KSMjIzPbTMZj8yAQU1NTcwPwJPBvo9b/BLgN2AF8zWQyJU1imzlB\nq9KwJXMjRcaC+Th8VOlx9vHXyy9xpvv8hG2r+ms5231B+uwX/KiVauLUw4bF2Z4LvFT3Wog3Zap5\nImPhC/g41nFteBmu2LuwTkMeWKVQUdJ+nPN9l8ZsM5aU7GKQd45EcHBr8wxE9PLtXJfFx+9ZSapx\n5qExkQbQJztPS//PlpQvgCAIDHgHEbw6MlMiG/tPbH6cX+x+ml/sfpq7R9SUcXid7NqUyo3rsjg1\nCREUrUbJoNNLVoqeWzLv4IGleyK2i3Q9zvWfjihFPhbdQ6F9abGpY7aJi1Hz6ftWU1Mr5ko12sSc\nm2Bxzql4QmfqNZ0sqbHJ6PvXcfwY1LVb2b3dSOLWI/zl4r4Jt220tvBa41uc6job0XsdyZMTjDCo\nbjZP2iO0fU0m//qpbTOqYTMar89PvDoBs9s6J0VrZWRkZKLBZHJsdgL7AWpqak6YTKbNo9ZXAkbA\nBygAYRLbzAmCIFBraUCn0lIwIob7asThE70uE4kHAMSqYuj29yAIAgqFgj1Ft7Gn6LaQH6dzPRco\n66wI2zYaM54V3ZW4/KHKR4vRyyAIAj8o+w8KE/Imlf80EoNWT6wqRpK6jYTd60CtVPPTm/51XInv\nxUL9iFyisbx8giDgDwioVTOLoh3LIxJktqR8AVx+Fz7Biz4mgSVZ46tXjfakeHFT3l9Kou06HlyS\nEtJ29CC4uCAJt0eUd163LJENK8b2XEeUF1cIEaXIx+J8rxhO9s4xCzuTB8lND/dmDOf9WImJ16HQ\nimGF8Rqx7UhPaKO1hZ+c/jkrk5ZH7MPXN30Rh88p3SON1hbsXjtrUiPLIk+XRJ0Re2seaQkx5KQZ\nGPAIHO914FdHlssfKT/9ZtM7nB8Ks4Pw+zqSJ+dbx35IckwS/prtIfsdL6dKrVKSFcUwNIDDZzto\nbfOhSvZh9zowaGe3aK2MjIxMNJiMYZMAjPRF+00mk7qmpiaYuHIBOA3YgRdramosJpNpom0ikpY2\nczWXkQiCwBff/TUr05bx3d1fi+q+Z5vR10LjFI2SjKTECa+TMU5PwBYgIXnsmhxpCUkQoUxEQAjw\nassb/J9dX5xex4GjZ8Nn26Ox34WG0+siIARIjIuf1r2rVWuwugfQG9XEacMNVlfASbxOT3r6zKRb\nJ0u0n7+p4PP7ONV9Rvps9zk42HmIj183LEdc12rhiZ+XcN/OJTx23/g1gybix3u+wf+cfpYDdUf4\nyZ3/lyZLGz8/+YeQNqXtx3lw7W3kJEw9iX48LM4AiTEJBAQ3OzbljhuadKTpZHgV+tRmujpz2b31\nFmJ0as7XiZ6S10+2EJy6UACJiXGU13SjVikx5Fj48qGf8unNH+G2pTvDjvPjPd8A4HxdL385UM2F\nejGB3b0khc5CN2uXje2FCdJ3uRdNQI/LksbyohQMceGFhNPS4jEmxvEvvzyKry8LTVYTAD6fjk5r\n6HFSUlaiPqOmxlJPUnIsalXoz1X3YC9PvPYd9iy/hQdW3sF/H/0jfsHPfz/wNCqlitq+RgY9djZm\nzUzCe9+Fg3gMzeSmb+buG5fyP/vOIwQUCBpXxGfm2bqTNFpa0cYqQ4waCL2vzU4rZ3rO4w/4OWM9\nw54Vt+DyurB6BvAM6ulvFXNbfv7SeTKS4/jUA2sBIn4Xf3r9EnkZ8dyyKXoTePk5iXjeXcNjq9ZR\nlBPdZ2A+mM/3m8y1h3y/zR+TMWxswMhvSBk0UEwm0zrgHqAIGAT+bDKZHh5vm/Ho6Yl+xW+1QoXD\n7Z6Vfc8WaWnxYf3t7BNnY/1OxYTnogqIMtetnT0k6ozsrXudAc8gj6x8WJr5V/rErz7HkCUVmdSp\ntPxk1/fEqt8zuF5fXv85vnrkm3j8YrjJv+36HjFD9XWupu9hIvpd4neiCminfF5Wtw2bW0zOfub0\nyzy47O6wNh82PYzX752TaxbpnptLyjorsLhsIcsO1B1hS/JmycvndXvw+gJ09AxEpa99NnHuxT0o\n8PzZN8PW+4UA/1323KQ9FpPF6h5kwG3HL/h58exb4+byvFL1TvhChYA6r5qzVZ0szTHyyxfO0mVx\n4vEGQpp993+O4/YGWLskhSuWHnGhWzXutcs06vjAzUslw2azKRWLxTHh9ba6bZxqr8Sv9KNN7cUx\n6MJpjyzycLKyHaNBy0BbMbtz7+CeHXn89K+VnOCiVPemuCAJq9smynAj8Luyv/PQqGfktYbDAOiJ\np6fHJoWE/ur4s6xOMVHWWUHbQAdZW8c3HscjIAT4y8UX0BQpSFBso6dngMQ4DYIlhn6nOey6WN02\njrdW4Bf8/PHM8xH3GbyvT3WdlUQq/nb+VVYaVklhackxyfQPtXe4fDR22Pj+706Qaozlux/fCgx7\n6Aoy43n+nVpWFyaxJn96Mt2RUAYC4NdypWvi73+hM9/vN5lrC/l+m33GMxwnY9gcBe4D/mYyma4H\nRiZ5WAEn4KypqfGbTKZuIGmCbeYUtVIzr6po0aqK7QyGok0iAd+g1WPQ6PEM1Ui50FeF1W1DoRhO\nBA6GQgSNms0ZGzC7LDi8zhmHHAx67ZJRo0BBv8tCtuHqn/EbjUOS0Y6Z8rYjJW1L2o9ze8HNYWFX\nyxLDK9EvVsbLlwgaFka96H20RKlIZzCHRq+OQ1G3k1yVkgd3FmH3D5KRriIvPicqxxnN/qZ3Ji2s\nMTI0q6r/Mj8/+z+sjN1ERVkaZQldvHContaeyCFR7iFDp9fqpKGnC4Ak3cQD3+cvHiBp6yU2q+/j\nlaPNpCToeLJg07jblLafkM5JlVUXEiI2mpw0A7dsymPv4Xp6bU5++tdKLreKg4Cf/b2SFGMM3/vE\ntpBn5GjHSe4Y9YyUd4oeviJjPsevlEvLD7cd5XTXWZw+F37BPyMhiAZrMwICCqXAQGwdYCIzOQ6h\nKQZnjBl/wB9iNI28DuYxku4DQoAXal+mZWA4DDUY+tg2INaM6RRfy9ywOoPjF8Xvzun209o9yLd/\ne5Ida7M4Uyt66rasFA3/7NToFtFMMuhQxAxy1nsAQ2MjdxfdHtX9y8jIyMwGkzFsXgJuN5lMxxAj\nHB4zmUwfBgw1NTW/MZlMvwZKTSaTB6gH/oCYbxOyzaz0fhKolSp8syzdOh7RquWyPXsrxcnLx03M\nDfL+FQ/y/hUPSp8dXkfYIGNkNe9EnZHHVn942n0bTa9TnGvcnrWF95seCisYulgI5j3FTSLvaSSj\n8yZcfndYPofb7+F87yUy49LJnYbE99XGZFTmNGolhlgNVnt0inTGamJJUCfy1DPnaLwyNLB+sRLl\n2rdI70nkW9d/PSrHGUmnvSdEongquTxLjYWoFSq6/I0ojeDxZfPIHSv45m9FoY7NxWnY7B4UKMhK\njePQmQ4APv/QWl6/chmApJiJDRu9XolrwEZNdxt9tlj6bC6++/tyPrB7WcQ8jzBFNZVn3HPaUpxO\na7+Tl8+cpFK/H/RA652AAqfHT1uPnf/3p5NYC0KlnP9c+Qo3pd5BcUESFpeVXpfoVTrWcIkz1pMh\nxxj0Dht7M1FlPNRaKv1/2VOG3XsLmclxBKypJMck4Ql4iR1RVmDkdQhDgPyEHP55y5fYe6GEKu/l\nkNVH2o5J/7sUNlbkJZKWGIspz0hrjx2HS5yg67E4ebGkQfLQNVwRPZ3ZqdFVnTQatCjUXqzqJg61\ndnNnwe5FV49MRkZm8THhiLOmpiYAfHbU4uoR638F/CrCpqO3mRfUSvW8eWysbhsV3ZUEhABvNh+c\n0YxXvNZAvHbqM3KCIGD3OUkcNaBZnVLMD3Z8k3prY8j1CQoOzITc+Gy+sfUr6FS6RWvUAKTEJPPe\nZfdSaBxffns0k5G0Nbss/P7iX9iRvVWS7b4WGPAMYnZbyIrLQKPShK2P0aros7kibDl1PrnmEQBe\nUTXR0CEODl2eAFp7PF3KHs43drG2KGPM7YOhQBMVygzSaG3hD5Xh4UklbZMT1tCqtBQZC6i1NJC6\nMsBta+6mvKqb+3cU0tFrJyfVwJZiccKivWeQzaY0slP1nKruxqyzolaoJjW431SwhLMXjrFulZaW\nIZH+vAzDmOc5nWK1q5ekoPSPnBAQMOUlUtMqejnMqiZc/lBPVKWlgp7aDP5vwc283LBfWn609zAo\nx568mq4QhC/g41J/jfTZ6Rfr5Dy8/H50ZhPpcUZi1cPe2kjXIQQFtNjaudDYwynzsbDVAsPiLurk\nTjYmJ5BsMPDgjUt4qaSBU9XddJuduEaFHHp94ud3K9rJSIqb9P04EWqVkt0bcznqPond55h1CXQZ\nGRmZaLCoC3RC0HsRfWWjyVDafoKAIP7oHGh+d0bysZU9FznacRLvJIy0mv46fnP+T9Sa6/EEvPgC\nPvTq0AGNTqXFqIvnuvR1bM28joAQ4P+d+Dd+VP6f0+5jEI1STY4hi1h1DM9f3hcyE7mYSIlNYnf+\nLpYYC6e03WRkaqUwKc21pUT0WuNbPFX+X/QMVV+PhF6nIRCInvys1+9n59pMCjLFiQPBEQ8K0CeP\nb0DtLW1gX2njuG1G8nbLYXq9XWHLA0xeorggXkwOHwhYqBo8y+VWC2uKUvj8Q2vJTtWzpTidLcXp\n5KQZ+PxDa3nwxiVkp+q5LmMdN+XtQKmY+JWfpReNuaquVu65oQClEs4OhT1FYjqyyzqNio/dMaxe\npstuY2mOkU2mNHJS9TjiI5Q9Uwi0acv41m+Pc7ZrhEz6OEZNkJL241OSrgbRUHH7Q72DJe3H6XL0\n8J//eCNfet+6kEKuYyntGbzZOMvuwtdZAAo4Zz3F4IA4eeS3DCnb9eeQoB2OGVeoffTEVUr1hnLT\nDPzrp67nWx/bIrW5ZWMON28c9uY+dndx1IyaIAlZw8U5X5tFCXQZGRmZaLF4p9OHWJ82M/Wk6RIm\n0xrwzUg+9nDbMarNtWzNHD/WHcDqsXGu5wKrk02kx6URq4qR4r6DePwefnnu9ygUCj6z7mPoVFos\nbitOvwuv3xtxtnyyiIXz7GxMW8ehtqMUJy1nV+72iTe8yrC6bTh9LpJjktBO4XoFw66aba08fepn\n7M67kfcuvy+kjX0olGYxFTWdDIah8x0ZSgTDMsG9VtHY+PGzZ3hgZ9G0B3L+gJ+fnvk1K5KWkpe+\nkffsWsrekgbcngDauEx6aKa8swKPRVSkG3mc6mYzzx2spaVLFH946pmKCftidduo7BFrS6kHshio\nWs/tm3OJi9FICfOTYWQo0N7aN3G07+R8QyLLco0hRTfD/5+8zHpabAoKFAwqu3nvTUu50ueg4nIP\nV/rsESWFn9j8OG+3HOalutf48PIPsT13w6S8vmZNg/S/NqeezPRbWFOUwkslDbgv3SCtU+deRpPd\ngLt6MwFbKv0FFxEEZ8i+hICCjfE7OGsvJRKj87Umw3gG2615u/h15R+4u+h2bi+4GRCvw6sNB3ij\n6W3S+nfxnffdy+nqbn6x9wJxOhVrs01UBpo52lUKOi8KIE5Iwi30E4g1Y/OEGg0nu8q4rWAnmfp0\n6fs8XTPsoUvQaxEEQfLMna3royAzegqKvoCP0vbh3zDHLEqgy8jIyESLRe+xaRloo7q/ds6PO1Z4\nxlRnDYM4fE40Ss2kQruC4REOnxOjLoHVqcWSwlAQhULJZUs9NeY6OgavYHXbcPnFpOz9zQen1ccg\nJW3Hea7mJXQqLQna+HFn369mjrQf5/snf0KzrWVa2we9MZFmQUcmtl9LBK/JaMOmuCCJR+5YIX1+\n/+6lM5qdtvscNFibaLF00tBhpblzgJw0Az/49PV88lZxUF3edYa9pfVhXpnigiQ0I+roPHKnacK+\nlLafIDAUaiQYerl5cxofum3FlCrF+wK+kCR5QeVBk1PHjnVZ427nDfgY8AxOusiiWqnGqEvAq3Dg\nD/jZuFzM66u4LCqrRSoc2WUX1/3uxRZq2yauVH/2cif764eNEJ/CzUXnCYoLkviHO00hbQODRgBy\nC7wolQoCaeHeHIVSoHIgcn6LXhPHL3Y/PWV1uyc2P86/7/whzrK7UJy7VyqY+oX1n+AAWvvPAAAg\nAElEQVRKlxdPwMu5K8N5MtXNZg7WVCII0NKo4alnKvjTATGUbcfaLK5cUSAIoNB4Cdp9itR2jFoj\nCp0z7PiRvF45aWJoWtBDN9ozF00quisZ8A6GLJvJb5hMdIhU1FVGRmaYRe+x+VvNXpoH2vjZLT+a\n0+NORuVpKjh9TuLUk1PfilGJ7Vw+F1a3jTPd58PUgRwjBtP11iYu9dVIMd6HWkvZnXfjtL0Ffa5+\njNoENCoNqbEpNNlawtSDFgPDqmjTu07B6xvRsPE5QtpcK8RLxl640ld5dTebTWmcqulhX2kTX354\n/bSPE7zmLoeSN8tayUiO4+YNQypofjWgwOlzUe85j7+rQPLKADg9Pjp6h/tXcq6DD966fMxjjfbe\n+hVeYvIagLUhnpWJiDRZokpv5Tf7T/K+G9aPaVwd7yjnr5df4q6C3dy39K4Jj2N12xjwDErvjM3L\ntlKUlYDT7ZM8ZxDqxXpo2d2cLNUguPSkJEz8nrJpmwmoQkP9LtjO0Gm/hfLqQe7fUUh1ixkFCgry\nUinxnSErz8fOZUZeah/KMWlfRezAcm7blMf1qzOobbOGXc+vHf7mpJTgInGyroG9FWdAE4vDHRPi\nmVMFxPygVkez9G7TGW0kJ6pp604Evwan28eAQ1SmbOocIGOphZ5R9ovL78TrVqJQC3gaV6Mtuoi3\nxcS37/0gOREMlbG8cpE+z5Ro/4bJzIygwmpQxnymgkQyMouVRe+xUSvVBISAlOsyVzy8/AEeXfl+\n3rf8fjRKDTmGrGnNGgZx+lzETlJ9K+ixcfpdvFD7Soi0bHBAV9o+XETzzcaDlIz4HFTpmg7+gJ9+\nl4XUWLHKeWpsMgEhQL/LMsGWVx+OIeNjqqpoQWJUOpQKpbSfkWxKX88X1n+CImPBjPp4taEfkhof\n9IQbNjlpBvZcL16PwCS9D2MRfA56+sWctZUjBum/LNkPQ0a+JqcOVB4evkX0EO0rbeRAWSuP3mXi\nvu2FpCToiNWNP7iIlvc20kBToRSIW3p5XI9RWWcFAPHayRWMGylZ/GrjARRqL9/86GbO1vXyH8+f\no6bVQk2rhaeeqaC62cyBshZ++MfzDPbFg6Dkv1+9GObRGc3+2kNhy4KD5qBX4tZNeezelMsHd60j\nTmmg2dbK/vbXpfZCRi399gHO1fXS2eeIOLDPi88hUWec1HmPxhXTiS31JKoE0eM80jOXkqBFEMCH\nV3p3Hmo/itXhwFe9hVitiqLs4bCwj9yxnMvOyFUPBLUT18VtKDSix3xr0TJOVc+/V+SJzY/z3sR/\nxFl2F49mfpXkrltI6t0R9hsWyYMnE30OtZXyt8v7qOiupNPRzeExcrpkZK51Fr3HRj0UuuUL+NGq\n5s6OC8o8f2PrVyhpP4FljJoGk0EQBBw+56SkngFi1bGSEXShd7jydVAd6D3L7gmZQXb4nTAq/3Yi\nVaOxON97CQGBFMmwSUGjVHOu5wK3Fdw0pX0tdJw+ccZ5sgbnaBQKBcm6RNSK8McwKSZxUtK8i41s\nfSYPr3iAJQnhBt2W4nRcHtEQmal4QNCwMZsF1CoF6Ynid+gL+HAaGoJ2DQq1l5QVLfzoGR0ZSXG0\nj/DU3Lu9gAdvLKKmxRIysBttZERr5juYm/VC7cu821rKFtVDJCozULjHzmexum00DYVKXrF3TniM\n0d6loMyypXo5Hb2hBvh1K8T30am6dvriLqCMTyIwkMyjdxZH9DaM5Ae3/zOvl9RLxkh5dfe4HoiP\nrX0/lT2XKO0YnoBRqL1ocup45I4bUQD/70+nWJpj5EMjvGdfvm764pzBGl8BRwI3rM7gVHU3OUNe\nuzrXBSmc7OX6N9E606noqiSgCKBIb+PhjXdwqbGf+3cUAvBa1XE8RE68DxAgZ00HXo8CG/C+6zdQ\n2xidWk0zJckg1o7638OnEJYeBUHJj57J4cGdw6GgIz14U1UKlJkcIxVWg7za+BbbsjZfc159GZmJ\nuIYMG9+UErxnwsiX0LttRzHqEuhydOMN+KYtf/wvW7866bYpsUn8ZNd3Keus4PAoRbKS9uMk6ozj\ny5Iy/ZCDw+3i8ZKHwj/uKthNt6OH41fKuSVv56JynTu8TpQKJTqVdtr7+O72JyMur+q/jMvnZl3q\nqkV1zSbCqEvg5tyxJWVjtGqS4nVc6ZuZOlNHjx2V14DHrcPvF3j6L6IYQfXABdxC6L4dhnr8mky6\nRzgd37NrCcvzxHt8b2kDggDKoZFucFAXHOQ9sflxAkKAxw9+g4A9nrSe2/neJ7ZOu+/ZejGnZvly\nJTuyl1A+zuz+yCKXp7sruX/pnnEHQpG8SxdsZ/jkrm1c3tuEQu0lN6aIlq5B/vpuHTq1Cre2F92q\nWjQUcV3+yhADYDzGC6sazapkE/9z/n/Dlmsy2zhcVcOeDatp6LDR2ecIMWxmQvvgFRQo+dL921me\nncSFRrE+18WmXt5uOgpDj6U74OK5+ucJ6MRBpza3jo3FD6OP0Ujn9e2SvWGTRwCrUkysVe/GFlvL\nG01vo1XoMGoT2FI8M8n9aJEYLxo2SpT4VX4UCj9L15klI2ZfaSM1reKD8f0/luPzC8Tp1LJhE2VG\nKqwGcUeofyZzbSFPJETm2jFshLmrZTPyJbS/6W1WJotJz1a3TQrRmgoKhRjv7/A5puRBGWum+M0x\nxAFWpZhmFDttdduotzQBSKpqg157xByfxcDu/Buxum0zrvsTiTebDlJraeC/bv5h1Pe90OkY7CQg\nBMYsTJqdEsfFJjNOt49Y3divsPFe+ntWbQVbBs/31wNimFFOqp6XT50N35FCQJNfjefyZpQKWF2U\nzKVmM/6AwLPv1NLaHZpgPboyPMCLx6ogI4DgicHu9FLdbJ72j1G2QZRj7hgUPTDBwXMwBn91SjEQ\n2fsy0UBoPO9S4RodZl8POe5VmAfcDDi8OD1+VAmiF2vPxlXcv3L1uIbWdLG4rXgC3rDlAgGqfUdp\nfVn87HD7+Pr/d4zbN+dyx9Z8DraWcOLKKT655lHS4ybn8QZosDTRNtBOlj6ddUVpwPB1tse0hOUH\n+bQWpLeAystzF1/jM5s+IK3/7o1jT0yZXRb+77G3Abhv6e2z8j6ZDtXNZl48IirXuQ2taIa6daT7\nEHd7d1BckER8nEYqEGsZcGMeFOWxJ6MUKDM5xiv8Ot3ICpnFQaR8R5lrwLC5JXcn16WvkxLqZ5vw\nwYSL3iFVsOkaNjbPAH+teRG7z8l3rn9iUjP4/3vpb2TGpdNsa2VF0jK+tPHTE24z4BnkG6Xfx5S8\nnI+u+uCU+zkyNv9gSwk35twQsuy1xgPTrgC+ELkufd2M9/FOyxGq+i/z8dUfIU4zHNJm9zqIVcde\nU96aID85/XPSY1N5cuuXI67fviYLU37ShCpfo1/6ow0dt9fP3dfno1QqJC/DE5sfZ29JA3bBwjHf\nc2QpV/DY6g9Kg7dvPLqJJdlGyqu7JaW2H/65IuS4PRYn+0obcXr8Uj/WrIyl3QKCJ4Z7dxTM6Ico\nMy6DjLi0MNGKg61HaB+8IiUVT6dwZjDcDcT3wZOl30OjVHNzyl281PtbAqoAusx2vrxpO9//4ykA\nsgqc9AH9PRpYGf0kdoBjHWXS/3p1HN++4YmQ90h7z6D0HfXZXLx9uo28DAPNfX20D6k+TsWwOdD8\nLj7Bj+CIp/GKjaKs4XyZiLlOo2yRoBDCZAacRl0CaoUKo87I7vxdk+7jbFNckMRH7zLxzd+dQJ3W\nJi0PKLySgVxe3Y0+Ro3d5WN5XiLlLZdRqL185Pat5KZPvaC0TDjjFX6VxRwWD1Pxvoz2lsoTCaEs\nesNmaWLhnB4v0kuobfAKX73u8/8/e+8d31h55f+/1WxZknvvnipPL3g6MwwkQOiQXiCFJT3s/kKy\nhLRN2ewG2M1mdwnZfDchyRIgtFCHNgxM81TPmOmu417lomIVS7qSfn9c61qyJFuu46L36zWv8e3P\nLbr3Oc8553NYNM4K9X4azM20WjsAovZ6VBvrMDnN5GqzKdCNLgfrR61UY3YNYHJaxt1GwSsECRDY\nBDuvN7zD2aHaHSDKT88n13mzpZWkuMRJ5cJ02Lqo6q/F6raOMGxsaCeYuzPX0am0DIRRRfOzbXVO\n0PTIxOWW7gHKz3fS1iPu45dPneaunYuDDJ09l/dyXlbD/ds+T0p8cpCXIT9Tx1X6EioOvohLYaai\n2iDlSpxv6Gdx3nDNmIuN/dy2XVTwsjrc9JhCK8NfuzGfD7qHath4EjBbg4s+jhe1Mp5/2vqPQfN6\n7X1UGs4Bogz5tYVXTzq3x+91dnsFzrnfk6bP2I5gr5Fz+46ldPTaqFccAmBRenTvmfEycrDIFqae\nSkW1ge2rs7nYaMRsc9FrHuQ3L51HW2CDdEJki0fD7LRwqV+UcW5p83BG0Rtk2DxYdr+UE/T0wUqO\nep4N2cd4rrNcJseHqCbpElzEKSce2jrVVFQb2LRV4IInOOfHbyDrNHHYFb0sXZGA1+sjY0knFl8v\nT+5dxEd3Lot1tKaAiIVfVVoe2fmTGW5NjOkiUrHncL+h0uJUZHJ45OkPAPjMh5dRlB2dOMx8oLrZ\nyL0Pv7/79V/dcSDc8nlv2FR2n8Vg7+Wawh2SWth0Eqkz8XbzexMeVansPiv9/Wbju1F5PRKUalwe\nFz/a8p2oj6OSK0lQqrG6ou8ESG0MU/MgML7fz6G2o/PCde7yuHn01GOsSFvOt9bfN+H9DEs+D+vA\n+nw+rG476eqF2SnQqXR02Drx+Xxhw3J8Ph8WmwuX4CUzJYEXD1xG8Hjx+nzEqxQoFXIGXcMJDTaH\nOyhk7MHfHsVdWIVL247N4SElPny+R7Ymi257D3nZWjavEMO/RoZZ5Wfq2FSaJc3PSkngZ38Wa81s\nXJZBZV0vz7xby5K1Q+FaV5WSLZ+akexGc4toAKu0HGgdrgmzp2Evm3M28mDZ/dQa60mJTxGLbo4z\nxClQObHONFxM0+lxUiMr58s7PoTVbeMHR8ScJF9SBxB9sdFoicbz5FdSC/TcOJweXEaIS4f6LgMb\nA145o42OBnqZldmtZGeGfialsLSEZhh67cXL1Pzz1Q9x6bJ1XF4rs9MiHe+Fulf53IpPRL3tdJOf\nqaPWWgcjxrq8Pi9/qXqefM96lNnNWJIH2ZK+hKqeVuR4ae65yCvlCh4qHrugdIzRebDsft5rOcRl\ncxMfW3or6QlpPHDwRyTHT10x1hhXjpHel189d4aUxHjSk+KRIYs4OFBZ0yP9/X5lO1+8qXRG2jsb\nGDICfwrsDrd83hs2exr30m3vQZ+2dEakc/2hHA8e+inJ8Un8cMsDDLisHGw7SqXh3LjDlwSvwMW+\nGmk63GhlOBKUarrtPRE7h5HQqbQhxRGj4Z2m/SHzRho1/nkv1r02KWNgNjBZqWc/OmVo3RaX143H\n58E0VFR1oYWjaeM0uAcEnB4XamV8yPIBu5tv/+YIS/KScAnekBwXP7oEJT4fdPTZyQiordJrGSTO\n40ABZCdG7hx8Sn8X8Yo4crWZ0rxIyl3+/1853CBVhs/P1OH1wZn6XjobUvnOx75JZkI6iXGTN2yO\ndZ7iuZqX0Kl0lCQVcrbnorRs0DPIG43v8ollt/PHi88gR8a/7PjRuPY/Wlw/gMsnHkMhG1aajHbQ\nZbxE43kKVFe7fUcJFruLAx904HOL3g+tLtiL9vyJU3jlTj6N6P32dx5GnrdM6aZOqGA7od52wSvQ\n6Br2SDuHrsknS8fnkQ40IM/0XODOpbfMmnDdTaVZbOL+oHl/uvgMbQMdpKtT+cBwEGW6mQEvnHG+\nixfxOivy6qk9mxsLkZkiqvprqeqvZbP2w6QvhpT4ZMwTiKyIMfsYmavm8froMw/SZxbz+CL9hpYW\npFCSm8TvX7+E4JnZciZXihFGYESZ3Xlt2JidFgx2MYH3dPfZGa0J8o9l90uCBYJX4K2mfZRlrx+3\nYVNpOMegJzhRNZqEQbVSjdfn5d9O/YZvb/yalMw/FolxOvosrXh9XuSyseWx/QnL6QmpdNm7WZWm\n5xvrQz1TB1uP8nzdKwCsTl8RVVtmM/7inAmqyRk24Yp02lw25DI5Lq9r3gkuRIMuoEin37AJTIxP\n1KjQqpVYHW4StZGf609eu4z9H7TR2DlAr2WQJI0Kj9eHbVBApnSBR0l920DETtfiCbwv/B4cEI0c\ns00M4ekyuPnLSwY+dV0SpVPwGnILLtxeAaPThLEntEbU4fZjZKhTGXBZ2Zi1dtzemtHi+v2827wf\nrWpY1jnaQZfxEpj3Mxb+6//K4QbWLU3nXJsV+WCylI/k/zC2x59DnmDlv/+mJTNFy8/uFVXqwp33\nqd4KbrTtDHnfTiSHaSQjDanZHq5b3d7Jqa6zIPPRZR/yXg49Wg2WZmm9QCnusaS/Y4yOz+ejxdKG\nUtDxzrEu1i/OIzkuiW57D4JXkASSYsxdRg7IBLJ9dU7Yb1RJTiIyoChLx/LChVEaorQ4FV2Cin/6\n48lR15vXBToDQ6GOdlaErfA+XWRq0snViuErSXGJyJBNqJbNaKOVo5EcJ45Etwy0RW3UAKxIW85V\nWesRvGG0ScO2r5wXal/l0pBXKTE+fJynyTV87oGFQucqdkE0bCbrsUmM05E8onDisc4KKZ9hPlyr\n8bItdxOfX/GpoJyjA23lvFS3B4/Xg0wmI1kXT7fRweLcZNYvTWd5YTL6whSWFyazvDCZ23eU0GcZ\n5N6bh43o735mAw99biMgdryS1bpRR5JtbjtHOk5Q3V8XddsDPTp37lwsHV+R3sGqDfYpG7nutI+u\nPOb1eXmzUVTamsiATqS4fqVs2HvoxRcSfjqRwqNTif/652fq+IePryNbk4Xr0g6uyR/2zFy3LQVF\najfyBBvutAZaDVZ+8sQJ9p5sGdf7dqLv5kCmqnjrTHFh4AzIoqshpcxu5WBVzdgrxhiVk5cbsQl2\nBs06alpN/OB/j2G3ir/DsQYfYswNslLFb92g00OZPpPlhcmU5CRyzbo8esyDIes7nAIP/b9jPPVu\nLT+9dzO71oVXEJ2PHLnQ6R9L+VmkdeatqT9yJGwmNd/NzgEquitZnFzC4uRiFHIFujjthFzHD5bd\nj81tx+Q0k5mQTlyUNVM252zkWGcFy1IWj+t4Ny+6Pup1zU6LJOXs51zPRWxL7UGhFIJX4HjnKWl6\nukZ2ZxLHFBk2azNXsTZzlTQteAUOtR+TpufDtRovy1OXBE2bnRax+CFeDrYd5bqindgcovRvSmI8\nn/7QspDcF3/eS2Di/+kaMTTz9h0lVAipqITRc+5sbjvPVP+NZSlLKE2bWG2UimoDt+0o4Yj7KEf6\n6/l4ZO951AhegTM94avYl2Wvx+IcoMtukDo9A87x58yF85Kc7Krk/y6FJsoHMltUmvwGzrKCZLrO\n2Wk1WCnOEQcQXqzbg2xorEdVUIvPqcZsL6ai2sDHrrmbavUF3jW8TrJ5A9+57i7Sk8M/J+PxJEVi\nqoq3zgQXm3o52HpMqt8zJjIfTfITwMbpbNa8p18hJpX7bMmAWP7B3pvMltKrkDE7pMFjTI7i7ET+\nsKeKlSWpfPfTG6TvWWD+ZiD17WZ8PigcUh70eL14vaBSzmtfBQAatQof8Pqv7vhppHXmrWEzFWEC\nE8Vg7+Hl+jf4SMmHpHCWlPhkumyGcee8gBiuNN6Y63ebDwBM+FyjaWdgkq2fcKEUV/JeTBd52hw+\ntfyuKQ9vrDScC8lxmuvXarzY3Q667N2kxqeQqk7hUNsxKXZ/T8O7HC9XYraJymIHP2inJDsxbLL2\nyPyXwI/FnTwwZr2VjIQ0ZMhotDSHzXUaWTdm5DSInoMyfSYHD9pJUqRP5HKEMFqY2Onus8hksqBi\nfkc6TvDh4msmnbcRyYuTr83lB1u+Pal9TxfLC1M4MbiHP9Vc5Kc59yN4BeyKbmm5TO4jfvEFLKez\nsdhc/Oq5MyiKLqHIAkN7HH/Yc2lac0SmwjiaKcLV74nE2oxVfHXtF6a5RQuDS/3VyJDjtSUhA7E4\ncV86OkcK3VofqTMXYR9jmjAOiCHL+qGQMv8362RVNz0mR8j6xy6INcyWF6ZwqtrA7/dc4vqyAj6+\ne+kMtfjKkRFhoCmQeWveTUWYwETxJ4LrAuLPU+KTcHvdOIToPgyBHO2o4HDAKP5YmJ0WqvxypQPt\n4zzWSb594IdBMs3hGCnvHMjIUIoreS+mi/SENHYVbKMwQhHJaHEIDn537k/sadgLzM9rNV7qTJf5\n1enfUmk4h+AVONh+VFrm9A6Su2r4mb7nBv2onc6RamfjqXY/4LLiwzfkRRPb0Ghu4WJfNTAcHnfZ\n1MjFvuqgcDn/uprMfmyCHbdXoCA5+joqoxHJwABRnGNkhXK/12+yPFh2P49f9yiPX/cotyy6QZq/\nOXf2Kl/pC1PQJQlYfKKC0DtN+/HKRxT6VHhQ5tcDYuIucTZ8XhleWxJ33zj687WQGO25A7HA8+PX\nPco31v0da5Ov4o+HD9LQEUtwnwxmp4VmSxs+vMg0VrauGpa637Asg2WFMWW0+UD/kGGTmhjcad93\nuo2XDjXgFoIHkM/Wi7njS/OTSU9W4xa8HDnfNTONvcKEM/RGMm89NldyJMw/4h44QnrPik8Rp4hD\nNYFEv30tB7G5bezM3xbV+oG5Rd32Hmxue9SjtUq5EpfXPWodEQgv7+xnZCiF/178uvJ/qDc18ti1\nD0clTDCb6XP0YxcGydZkEjeOHKaRKOUqzvdW4faIQhMPlt3PU1UvcKyzgp9s/UeyNJlj7GH+4U9I\nt7ptvNO0Xwr783O67xQf2v4JtLJU6trNrFw0vqK3p7vP8lrD21xXuJNrCrZHXC9QreqNxnfZnHMV\n+1sPU29uZEfeFikM89maVzC7zFIulF/w4UBbOW0DHXx+qNhtijp5XO2MRKR3m+AV+PHRX4b15ky1\n18/lGa7Fs7fpfbblls0aJa9AMlISKExPp9ZYz8WmXt5vPRx2vbj8JtanbOZ0UxNCdxHrlLsp3J4h\nFW6NEVy/Z2SoTOAgwap0Pb+u+zO1lmbSLhewOC8ppNaUn5jRODqHA6IiVPn1DNrXsmtdLofrq3nN\n8j84Gndxx5KbrnArY0wWv8cmLSlYBbQwS0d9m5n2XhslOeLv6OXDDVLx54efOi1pz5ptLn7yxAl2\nrMnlhs0Tq5k4F4jGsJnbvcsocHsFqvvraLa0ztgxrUMdnECPjValoW2gQxrtDUfgaHAg/loV0TAy\nt8gxFBoWLX4p2rFq2UQavfOP2oWLD9cqxY6PXRj7wZztvHL5LR6u+E+67N1jrzwKKrmSOEVckNyz\nPxcrKW5hjsYlDj3rrZZ29reFdkR9eDEln+HOnYvJm4Di0pGOE/Q6+rCMkvMW+jsa5KX6N/jAcA6z\n08LbjfukDkeHrTNI4OGNxnfptHVTaThHl93AG0PeuJT4qTFsIhFNhfKpQPAKnOg6LU1PlUdouvC/\nh58/flpSmPzo0ltJChDt8OGlS1tO9rIukpZepiA1fcLP13wmMLxzZKinnw5rF5ftVcgTbFywVALw\n8uEGXj7cwKvljUH/YkRGjIoYjtSQKd14smr4zIeWg6DCJ/fEJJ/nCcYB8b2UmjjCsMkU+2OBJQ12\nrh0uhPyVO1bz1duHc3RNNhcf1PVS3WyMOJgw11lWkDJmtMW89dj4GRQGeezM71mfuZovr/n8jBwz\nXChau7WTJy89i+AT+OnW74WtTfJ+6yHaBjrYuXw42dLr82Jz26MeuZ9sPotOJf6QxvLYPFh2P/9y\n4j/ocfTxb7t+FpUnyi+5anfbg67NXMRvKMcrJl/0VavUSMYwgNllQa1Qh63hshDQxonPxmVzE26v\nGDa0KXsDZ3rOk6vN5nub/kFadzyFEEE0Gv3FJrtGURYL9zs63lkh/e0NU6PJj12w85dLz0khYRf7\nq0mJT6Yse8O42jpeRhtsmMpE9LmUM1fdbOR8jRVSwaA7IY3k7WnYi8vrClq3jzYY0mbpjj8DLBn3\n8xVDfBb8EQOdcWf4l6fzudwWPgQ7mjo3oxVTnc/suXQsJN/ysvMcRveHSUtIxg4xw2aIuf6MfO56\nPbdsKwkxbAqyhg0bn8/HCwfqsdhckiDOqWoxb3tTaSaVtb0M2N3U2E089tI5MpITJBn7+cSudXlj\nqsDNe8PGr1pld8+cl+Cmkg+zPW8z6erhEJkOaxcGhxgXGa42iV9hzIePt+sOsDlNfCAdwiA+fFEb\nApNV2Ukc6lSO5bGxumx02LrQpy6NOrzOL9871z02ZqeF/sF+AM4aznNDybWT2p9WpaFn6NkAuG/1\nPUEenIWG2yMaM4Edz4t91WQkpNNl74m6xlI4ytuPSwZHVX9txDDNsfIJxqJ5oC1o2uQ0c67n4rTW\nJJqp8Nu5pORVWpzKdtNS9re3I9cMv9NGGjUjqR88i81906wMr5vNCF6BDwIV+xRuFHn10FoQdv3r\nrsofszP612Mn8cnd/Lz41qls6qznYNsRydD24/+d5aeXUSuo6B8cfwmJ+cgrQ96/h+aoYaNSyslM\nCVVYLcgU+2P1bWb+6YmTtPeK/YKaFhN3XL2IgSF10Dt3Lqam1cgjT38AgMPpodVg5eGnK7lzHhXI\n9Xp9DLo8aNSj9znnvWGjkCtQK+KxCTNXC0SjSgiqwQFQZ7ws/R2uQndgXszfLr3Fqi2r0ao00oiN\nLsoP7GQ7NzqVlg1Za8dU+2qzdnBN/nb0adGrcKxIXU6cXEWiavKV168k4r0SebflIDvyt0yqA5SZ\nkI7L65KUt7I0GcDUJJrPRY52hBbfsgsOtCoNLo8Ls9NCqnr8BcnqjY1BORZOjyuilHbg7+hQ21Gq\njfVjCmqMxZ7Gd0J+93ORuaTkBRBnWUR8/CFGSAYgl8n54eYHON19hjeb9gUtcwiDC05mfSqoNJxj\nYMSgWIvnInJ1CiWpuaiUCjxeLxabG4PJwf7KdjaVZofdV3WzkRcPXqZLfQm51ve8YSwAACAASURB\nVMLDT+dw59VL5k0nLRL+IrLm1s3ELT+NIqUHR+W1fOPWqygb8iA+319PvUO94D021c1GXilvpFas\nRB+VB3A28vz+evIztOxYkxs0Xx2n5JGvbaOr384fXr8ozb/7Rn1I4duqJmNIkU+/HHR1s3HOXZNw\nGEwOfvC/x7l2Yz4PfK4s4nrzPscGIEGZMKMem8PtxzjUNhwbK3gFzvYOP5QjY9JHxvNbXTZpeYY6\njZ9v+z63LB5WIZpOlHIl962+m2sLrx51vWOdFdQY61mdvmLU9QJZkb6cWxffSHrC+JK9ZxOhlcIn\nn19w35p7+MnWB1HIFdjcdt5vPUyjuWWyTZ2TjLy+gfQ6RC/ZaCFko/HK5TcY9DiD5kVTDPFIx0nO\njcOoUcnDi0n4O8sxZpbkVC9uWej73+vz8mLdaxGft9lcKHO2Es6bJ5P7yFzVyI1birnuqgKu31TE\nrdtLUMhl9Fsiq4T68GEVBlCkdSFPsFF6lWVedM7GorQ4lbtvWA6AXGPB54oHIZ53TrZIIVcfv2YJ\nt6zYzta8q0JUEBcSpcWpfGRzoTT9iWvnnuHrcAq8faKFE1Xh83UzUxJ46p0aBhwCi3OTuH1HCafC\nlCrIz9Rx587FJGniWLsknXiVnPcr23ju/bp5k8/mFw5I0Y5ez3Hee2xA9KD0DXWKZoJ3mw/i8XnY\nVSCqmI1Vm2SsmPX0hJn/oYar2wGiwEHrQDuV3Wfx4gsbVhcJf76QQqYI8WjNFaYjvyCw/onB3sPf\n6l7n+qLdLEqev8omkRgtAd6Hj6XJi1ieElzAM5p6MmanhUZLqLEYTQhVrjabNmsHP936PTI1o9ei\nebrqRY52nuTjy25Dq9KGFLScrbko8xm7pkH6W6vU8JNtD3LpspVNpVmjFh2dreF1sxm/N+/fj/+e\nRnsdjtPXgSeO7JxEEpergjqdxy52UdVsxGJz0TEUYhO4/Mm3a+jXVqOSi/7x9zve5/olW+e8xzMa\nTlR1k5KoxD2Qg9Ml1pP74s0rpFF6uVzGTYs+RKO5har+WhRW0es11zr1U0H5+U4A8tI1nLvcx+K8\n6RVpmWpM1iFFtMTQnNrqZiN/fa+OHrM4ACCXyygtSpVC0ALx5wP6DZy3TzTz/P7LNHeLHtS56s0K\nxG/YhAvbC2RBGDYfXXprSCHJ6cTmtpGRMNwBGismfbTlty66ger+OtZnriZ7hjpDj595gmpjHf+1\n+19Dchnebd7Pud5LUthcuLC6SNQaL/PYmd9zy6LruXnR9dPS9ulmOvILXqp7nTZrB3+/4SvDimjx\niWNsNT+ZSAK8X1a5NHUZCrkiZBqCpZs1ygR+uu17UXeQcrVip+GyuZH0hNRR83v0qUs42nmSF+te\nJ1+XG7I81lmeWUZ6AP3e8k+WiiFmMyW4sND42sbPYuh38YuTYsz/3926MiR05pPXLqWjz0pHr43n\nTpzC5XXwz0W3sa+ilfc/aKfH3Up87vBIswcXT156nq+v++JMnsoVoTArkf/45i5eOVxAR6+NvB3a\nIOlxr9fH7169QIeunLhEK3GXr0WGfE53WieK4BH7Il+4qRSTdfTcudlIpBo2IBqqN24u5A97qgDx\nHEf+jkbiN3A+sqWYVoONYxfF+jbhwtfmGr0m0cCLGTZAadqyGTuW2ysw6HEGJfv7R7EGBSfxijhk\nMlnQNg+W3U+fo59/OvYwAEvSinlg/TcBsYbNaw1vk6vNnjHDxuVx4fV5sQuOoPPodxiDQuogoKMQ\nRSy6VlJFm7viAQ+W3c+g4KTN2kFGQtqkJXz9ngTfkPerKElMsk1eoFLPo+Vv+Hw+DrUfw+vzSqGS\npkEzld3n8OLlcPtxNmSt4XT3Wel67i7cESZ80DGu/ImcIcPmL1XP80Lta/zy6h9HrF0U+Btdmabn\nB5u/HdUxYkwPY3lY51q+0FxBF6dlX103123MRx2nCFsPqDgnkT++cYle8yBCwQXkiRa+9etEdOkO\nhAQncQUXGfGp5ELfJSq6PkCjSgjyyM43NpVmUd1Xh1fXyzd2ipEfFQHhR3K5jNrBStzJjWAHl+s8\nnu7ieTEqP15Ki1IxW104XR4aOy1ctTwTuVw29oazBKPFb9iEV0E1GB3csrUYhUI27rpaGrWCjGQ1\ni3IT50VNroYOUSwjYwzDZkHk2HTbDJztuRBS6C9aItWXCYck9RwXahmrlfEhRo2fNHUqv9r1zyTF\nJdI5IEr4ifsTRQ+irWMzFZiGvAYWZ3CH4K2m98KuH20sumaojs1MCjlMB132bn5d+T8Ri/2Nh0DR\niNOGs/Ta+wBIjl+Yhs1oyGQy3mrcx1uNw4nez9W+jBcxxvzNxnd5t/lgkDfR5rZH7NxGmz/h99iA\n+LserSDruZ5hw/9Ix8mg+jYxZp7RPKwxpo9um4H2uAo2XAUf371Uqgfk/5ZWNxt55OlKWntsOHw2\nKY9GSG3CrL3EYPYp5Orw3+tnqv/GS3V78HhnLgpjptlf2cbjp5/iPePL9A+KifEjpcfjUobfaar8\nelC4uPtG/YIyagA+sqWIn3xpExXVBt4+0cL+D9qvdJPGxWihaCCGln1s95IJ1dVaXpjKo1/fztfv\nXDMvanJZ7G5SdHEkaUYvir4gDJsjHSf53/NP0m3vmdD2B9rKo36RjmaIHGg7wlNVL0hGSyAymQy1\nMp5FSUXY3Q4G3GJcpNU1PlW0yWJ2WugbkjI+EjDKLXgFThvOht0m2o6C1i/3PMc7e37Vn8mqu430\nJAhegUv9NQCkxAybsMhkMmyCHZvbhuAVqOqvk5bZBDuHO44FTT956blJd24zEtL4wspPA1Cgi6yf\nPx3CEjEmx4Nl9/P4dY+G/IuFmU0vVredS7bTkhqov1Pu/5YuK0ySEuSVWa3IhvJo4ovqUKQakKnc\nMDQGGC9TszxuuLaby+uiy27gcEB46XyjobcHj0I07MKpMQpeAWf88MCMTOkmoaghbFL5fEbwePEO\n9afWLxWVRN860XwlmzRuluQncf/H1qAvCq/0GWjQjreuln99h1Ng9aK5K9rkHwjp6rdjsrp49JkP\nuO07r+6OtP6CCEWT6qdMIATKX1/G4/NElSifo8niF9t/EDbxvqqvhgt91Xxs2W0kKIPjKetNjZzr\nvYhWpWVz/nqploffAzRTHptAD8KxzgpuXnQ9WpWGSsM5nCMUpfxyqdEmQscr4pHL5NjmcCgaBBg2\ncZMzbMJ5Enocfdy3+m5S48cvZzzfMTst0rV/q/E9ipIKpAKefgSvEDR9oa+KH25+AK1Kww+O/IIN\nmWu4b8094zquXCbnyJAEdZ42J+J6c6lwZYwY00nakBy70WmS5pmdFioN5/D6xLBRU1MuN28r4JDr\nAP4hQ69MYGRMg9M3SKNwnpGMJ79zrnHZVYls6LTeatzH5pyNQee559IxBIIV5XzpzRAfXnhlvuFX\nhzMOOPnL3hpu2FRI1dC8fotzToXkvVbeBMCGZdEVYR8vp6oN/M+rF7jnBj27N+RPyzGmm9LiVBQK\nGb98qhIQ84XWr8g5EGn9BeGxkYp0RghFGy3UrLz9uCQ88HrD2yGhJSO3VcgVpKpTSIoLTf7WSDkm\noR6LBnMT77UcYl3mKr579VclSWSr244M2YyoiI0ccfbX+YCpCemQyWTcXPJhtudtmnxjryCWKTJs\nIl3To50VYQ3jhU6g0X2443jUoYBPXHiKvkHxozcRqXGz08Jlk5jEbAgopDqSWNhTjBgiSXGJyJBJ\nYVQAB1rLJWniPY3vkJGuoEhvxaOILPnsZ+QABoSWTZgvCF4Bc/xw3btw51k7eCZkO5ncx0XX5AoL\nzxVeLW/k1fJGKmt7GHR5WL0onc/fqJeW37Vr8aw3avxeiJpWEzWtJh55ulIy2KaS/EwtPh/UtJrG\nXnkW88Yx0RO3bmn6mJ7JheGxUY7usQmnogTiCybQ3T3ocYYkHY/ctt7USJ2xgbLs9SHSsP4RF5tg\nJ53gDtZIL4Bfbvlra7+IzW2fcKX18TDaiPOXVn6WBnMTK9P1k+rQ37Tow5Nt5hXHOkWGTbjE5b1N\n+8nULNzinJEIF7aXrcnkziU3syS5BNVQ3ssfLzzNacNZri24mv1t5QCYXRbS1Kn8cPMDxCvCxzGP\nRqBBdamvGpvbHnaUOJaIHiOGiEKuICU+GeOQYSN4BQ62D4eJOoRBzrv3M9A2OQ/DfPSInu46C4pg\nz/PI83yw7H5eOdxAg+c0ACm21ZSf76TkqoIZb+9M4i9e6u+k+zUCCrN1vHW8mRXFKdS0mjh8toPl\nhbM76qG0OJVEjYofPyFGA0yXallOmoYkbRwXGvqoau5nRfHcDElzOMXfxMd3L5Xk4SOxIDw2CX5P\nSRiPjdlpobL7bNiY3Xea9ku5Ln4Ck47NTgunR2x7ovM0exrfoX8w1PLWKiOrgg0M5dKo5Cq++tpD\n/P7CXwAxjG6s2hlTxWgjzvvbDvNk1XPUBOQ0TASH4KDH3hc2z2iusDl3I58r/QSZCVN7X1weN682\nvMXbEUQaFjLhjO7T3Wd57MzvabN2SPN2FWznriU3B+WDOYRB9jbvJ0+XM+6aUJEU1WLEiDE6qepk\n7IIdr8/Lnoa9IaHMF/oucXfpJ7hr6S0AQSUSAlmZrud61ddIkoUaL/PRI7o/Ss9vfqaOB3Z/ggd2\nf4KVJanEqeTYncEGUXWzcVq8AFPJyDaO1ubS4lS2rR4Wc/EOdSP+83nxfX//x9byu+/sZu3SuTE4\neOKSWJQzI1k9bflRMpmM5YUp2AYFXjxwOeJ6s/lZ8fl89JoH0SWoyEvXjJlrtCA8NkWJ+Xx1zRfI\n04XGx5e3H8cboSbLwTFqluxt3i+N5O5pfIdNORuoN4nF4MKFjmlUGmTIGBRCXe/WIQMqIyEdh3uQ\n1oE2fD4frzW8Tb4ul7Ls9RM8++gJHHH+j9O/pXmgjV9f8wvkMjk/KP8FAItSSiZ1jD9d/CsX+6r5\n1a6fo1aG6rbPBYoSCyhKnPqRsScuPAWAwd4bsUDqQiWc0e3Dhxw58Yp4fnX6t6zNWMn1xbvpHzSG\nGEGH2o6iUaq5vvha4hWjVy0OJJY3EyPGxPjmuvuk8gaHArw1gTxx4SnuWnoLV2Wt466lt5CqDj/K\nXlFt4AsJf8cr5Q3UtpqJW3EChc7I1xZ/hzWLssNuM1d5aPPfR7XeptIsfD4fVreNtcuTeUy/C5Uy\neKz6laGK8w/NwrAsfyf61fLGoPn+6UihZO+dFlXPctIT6OoTB4lHejvGm2R/pUjRiREEywqSp021\nrLrZSEu3+A1r7ByImH801nW/kvSZBzEOOLlqeWZEZeFAFoTHJjFOx9rMVSEjQpGKt4HojXF4RANk\ncXIJ3ysTXzZbc8v45rq/Q/AKHO88JW3rEAZ54sJTUgz+hd6qkHZcnbeF/772l6zPWhOyzOqyolbE\nE6dQoZIrMTktWFxW9jbv51T3B5O8AuMnTZ2G4BXocxjpdxgxu0QJ6PM9lya1X7/kc6R8p7lArfEy\nLQNtU75ff/y5y+ua14o/E2GkulW6WnSnL0ouQqNKoMHcRFV/LRf7qnmv5VDI9j58vNX0Xkhi8ljE\n8mZixJgY/vIGZqdFEvW4c8nN3FwyHI7c6+jD6XFx7+rPRTRqQOyolhancs8NYh6F15oMMlCnWCNu\nM1c53nGK91oOR6XCWmk4y0PlP+dkVyUqpVwadffnb9S2mqidxvyNaAnnDfjrvlr++2/npByTXz9/\nhv968aw0/fBTp8O22TEooFLK2aTPYkVxKjdvLQrydhw628HP/lyB2eaa1V4IgKJsMRc7RRc/bcZY\naXEqn/nQcC3HkZLgM5XrMxn8oYfRhhcuCI+Nx+vhUn8NakU8y1KXSPNHG4093X1G6mh2WDtJVaeg\nVWm41FfDhd4q7IKDwRGu9RpjvfT3+63l7CrYHhSLP9oI/IOb/h6HMIjZacHqEsUFXmt4C5jZGjZ+\ncrSiQke33cCZALnJySrR+CWfbW4HaerZNzIQDX+88DQJKjU/2frglO43S5MpyT3PZ8WfyWJ2WqRQ\nT4VcSXJcEmpFPDXGemqM9dy66Ea+v/n/C9rmp8ceYVBwEjcObw3E8mZixJgoTZYW3mzcx4DLKgnw\n7G3aH5zH6vPwdPULrM9cHZWHuqLawO07SjjQ2IebJvZVXWDZ9iVjbjeXeL76DZzYSKOADUWjF1T0\nD9b2Ovro6LXx2Evn0CWo+NJNK9ixJkfqEH5ka9EVGYkf6ZUpLU6lutnI3w5dprUnOE/C7fGBZzhE\nXfD6pIgYaZ7Hi9HqpCg7kYKsRO7aJd77wOKlA3YXzV0DvF/ZRm2LSTrubGTA4ULGsOdmumjstHD7\njhIA3j7ezI41udI1KS1ORR2n4Of/Jw7Up+jG942cCeJUCj6ypZB1y6ILMRzTsNHr9XLgt8A6wAnc\nV1NTUz+0LAd4NmD19cBDNTU1v9Pr9ZWAZWh+Y01NzZeiP42p53fn/szylCX8Q4BhE2k09sW612i3\ndkrzBj1O3mp6j2+su5d9zQd5uf6NMcNZ/DUsAoUGTE4zbzbuY3FyMVtzy4LWl8vkaFUa3mjYK/2Y\n/R6hK9G5zdaIowcdti4qDeek+bYw5zUeRlOGmwt4fV6sbhtZmqmVZhS8ApUBeSGTvc7zmcBk/raB\nduyCg2xtFs2WVgCytcH3xuvz0jdonJbwwRgxYoTH7BwIURu1exwwwhHh9Lj43bk/8c319425z/xM\nHZtKsyjKV/H/TnRxwW2G7VPZ6iuLcdCE02cDGbQPNrGB0Q0bf55nY38XNSeqcDg9OJwe/vOFsygV\nMlYvSuNCYz+Hz3awbsnM5538dV8tBpMDp1scJPaHQa1dnMHldrF7uLxA9L7VtopV5a9Zl8u5hj4a\nOiz86c1qHv368A1u77Hh8fooztZFrO9SWiR22N881oxnKAlntso/b1iWyf/7x93TnnPs/91caOzj\n3VOt9JgHpfDE6mYjz+yrldatqDZgHHDyUPFV09qmkfiN4JHeJID3T4sRMp+8Njp14GhC0e4E1DU1\nNduAh4Bf+RfU1NR01dTU7K6pqdkNfB+oBH6v1+vVgMy/7EobNQq5gnhFXEj404Nl9/MZ/Uel6f/c\n/a88ft2jbM7ZGNaT4/YInOu9RJfdQJYmk+uLdvPvu34W5FofuU1gdXPBK3Ck4wS1xuAELocwyDPV\nL3KssyIoNM6PX9VtJske6rhf6q0JSfocT9X2kfgFFGzC3DRsbG47PnyTVkQbSSTv4USv83wlUjJ/\njmb4wxb496G2o9y//yG8Pi/pc9RDGCPGXCROPnp18ECqjfUhpRTCsak0i+pmI+8e6wGFgDe9kV8+\nfWrWhc5MlPdaDkmFSQ92HRzzmmhUGjTKBBxY+OJHSqX5LsGL3emhs0/0ivgNi5nCH97U2mMLOvbN\n20TP0aBLYPOKLNYuTmNFSRqlRamU6TMp02cieHykJYn5t73mQf75/yqk++tXw/KHcIU77gsHxMgZ\nv1EDoeFXswmlQo5KOb35tP7fze9fv4TD6QkKT3zhwGXaemxo1UoKs3R4fVDbZp7xkLRXyht5+XBD\n0Lxn9tXy6+fPjDtMLppQtKuBtwFqamqO6/X6spEr6PV6GfAY8LmamhrP0DoavV6/d+gYP6ipqRkz\naSAzM/zDOhXo4rU4vYMhx3B3i3k0u4q3kJWRiFKh5MiZ0KZ6fV6erfub5FKvGMp72VS8mqNdJ8Me\n0+vzsqflLb6/61sAaF3i5RbkrqB2tFtsHOk4idEdmvQM0GZvm9ZrE46UNDU3G6/lg86LIctGntd4\nuEqxEoXax6r8xWQmz+w5TQUOkzjKlJWUOqX3JNIzN9HrPBFm+hmbCIeaToT8Rsrbj3HXyps40SVO\nrywaln/Osg1/zArSsufEOS4UYvdifrO3oyXisnU5K2g2tWMaFN+nXp+X97sOcO/GT42538zMRFIy\n5fz86HPI5D7WrLSws6woqu1mM4JHoMJQKU3bBXtU1yQ3KYsWUzsXW0x85gY9TR1mjl0QX4Y//NIW\nHvxNOU63Z0bPPzMzkaKCFL71b/sBKFuRxakqAy8caOC6LYtYq8/i6nViscjys6IYwJc/uk6aLsxO\nlLZdUpAq3d/br01kZ1khKqUCXUKo4TzyuCW5iaQnJ/BORSvf+/zM1s+L5nq/friBNsMAn795Jdow\n5zPV7VFr4vj5E+LA4Ee2l/DmyRYaO8XfYFpyAh/dvZT/ek7s2957+2pWLp5+Rd7z9b08s7ea2qGw\nyV8+Xck1Gwo4er6DthHhin//6Q0U5SSNuc9oDJskwBww7dHr9cqamppAXcHbgIs1NTU1Q9N24N+B\nPwDLgLf0er1+xDYh9PRMX9VctVxNn8MYcoyOfjHZ/5qcnRj7RY/Ot9d/gwGXld+e/SNl2ev5UNEu\nBK/Aj4/+MmS/79YekV7OfuQyOT/c/ICkmuQ/ps/nQy6TY7QNBLWjxSSOyrebu8O2/Wx3FU0d3TMe\nknZL4U3kxudzsbeaG0qulbw4fiZyvxJJZWfm1eCa3vs9XbT0i/dK6Ymb0vZ/e/03Ii6bieuUmZk4\nJ+7H61WhUtgen5dLXfUoZQp8QF+vTYrXT/KJhk2hLp8t6VvmxDkuBObK8xZjYghegf0NwUpo1xTs\nkEJrT3ZVcrYrWGBnb/0hNqWVRaU2+PTJt5HJxRH5vY3vcW3B1lG/j3PheXvlwmEpv9bP3rqxr8m2\n7C1sSB8kwSpn64o8XrGJ6lG5GRoOnm6lKFtHY4eFjk7TtHsGgtp+tJGEOAWC10d+upamZDU9RjuN\nLf1cbjGiVcopyNKhzxM7qv77o89L4pXDDdy6rZhD5zro6rWG3DsBNw5r+MKue482ctOWIloNVgqz\ndbx9vIXcDM2M3v9on7cjZ9q42GTk9m3F2K3Tf2/OVHeTmhiPccBJdWM/n9q9hAuX+wD4ym0rqajq\n5sbNhbx/uo3/eraSX3x567S3KSc5PqgdS/OS2L4yiwHrIJca+wHYsSaH9CQ1e481ccfVYnjmaIZj\nNIaNBQjcgzyMgXI38F8B07VAfU1NjQ+o1ev1fUAu0BrF8aYFjTKBdk9niIyuX+3L6DSREp8kSRD3\nOPpoGWhjWepiIHyoEMCp7tAKwIGS0IHIZDI0ygTJvdxobsEu2HF5xKrK1xfv5trCq0lNS+Brr/1A\nOp7X570i+RZur8DLdXvod5q4oXj3lOzT4/VgdllQyBQkx49tec828nQ53Lf6nhAjL8bMECmZ3zRo\n5sfHfonX5+Vw+3F2F+4AxJBKGTI67d3oYkIMMWLMCGPJpI+mNjjyuzkSwSvQyXDujgf3vMhHrB0M\n05dg7GuyLbdM7EtoLEAe+Zk67twp9lsqqg1sXJ6JLkE1o0YNQG66Bqfby+L8JPIytOgLUzhyoYuD\nZ9r528EGXG4PBVnhQ7r9OSF37VrMq+WNVDcb8eLjjWPNbF2Rzc51eRGP698WxPPPz9TRbbQjeLwo\nFbNLCNhkdaGJVxKnmpl7k5+p48bNRTz7Xh0Op8DrR5tYvzSdvAwtp4auVZk+kw9qe+kxD87YNauo\nNpCdmkC30cHlDtGPUlnbA4g5WBnJCdxx9aIgkYjRiMawOYLokXler9dvBc6HWacMOBowfS+wBviG\nXq/PQ/T6dIbZbsa4Y8lNuL3uEA3ssuz1XOyr5jdn/sC3N36dpSmiNdjrEK3HDLXoigv3IgZRRjZw\nJGosNKoESfryQFs5bQMd7MzfBgxXsj/aenpW1M54tf5N+p2ie9AvrztZ+gb7+dnxf2N77iY+t+IT\nU7LPmSQxTseGMHLdMa4sRzpOSCqGgYpyVrcNHz4Er8D7rYe4vvjaK9zSGDHmP2MZLpNRG6w0nMPh\nDQ5RmQ+1pR4su59XAnIMZDKZNDo9Gh6vh7eb3qPbbqB0y7KISfUQPkF7uliSl4zX5yMjSc2m0iyc\nLg9HLnSx51gzAEsLkiNu62+3TCajusXIqWoDKqWC5u4BUrRxoxo2I8+/psVIW4+Vps6BUY95JTBZ\nnaQkTq8iWiCbSrPoMw+y71Qri/OSePtEC939du65sZT6drN07dYuTWffqTZqW02sLJmavt9o5Gfq\neOhz+Xz7N0dwDeVkCUMKeV+/a40UphatJHY0hs3LwPV6vf4oYlrbl/R6/WcBXU1Nzf/q9fpMwDLk\nnfHzBPBnvV5fDviAe8cKQ5tuFiUXh52/OWcjpkEzrza8FZQk3+cQXwDpCeJN9b+IT3ZV8n+Xng3a\nx3heqj/a/B0UcgVmp4XT3Wfx4aOqX1SkSFSJhs3bdQdCtot2NGtqGTYCyztOSKPgk8GvitY5R5Pi\n2wY6GHBbWZRUjFo5cy+kGJGJVI/qk8vvoDygHtDe5gNsz9sSk9COEWOamU6Z9Ml4e2Y7Dk0za0vy\nWJWuj3p0+nxfFRf6xLC+QG+1H8Hj5Zl3a5HLZbQP5SzMhGGTkhjPT764CeVQ0VB9kViDxOnyIJOJ\nhs9oVDcbebW8UVJL81Pfbqa62Rj1OSwvTOH9ynZq20wzZticr+/FZLKP2kaX24NtUKA4Z2Zzv9KT\n1TzytW2cuNRNV7+dFcWppCYG19FZtzSDfafa2F/Zjlwmm/bnZf3SDASPl3tuWC4JQ3z/7o109dlJ\n1saNu8bPmIZNTU2NF/jaiNnVAct7EGWeA7dxAZ8dV0ummW6bgUrDOTIS0tmUswEQX4a9jn7kcvGH\nNygMGza9g0Mem4Rga3WyL1V/GFygZG29qYF/2fEjEofq1fzr9d+bFfHASvmwC3Kq6qr4Fd7arR0h\nYYFzgT0N73C+r4p/2vJd1Mq5Ozo4n4gU9rIjd3NYBbW5HrISI8ZCxm80ne+u43cXf0+6YxU/v+UL\nV7hVU8Mx03uUn4jjx1u/G3VnrtHULP0d7jutkMs4eLaDQEXhXzx5io9fsySstG6kTux4vT1KhTyo\n056RrCYzJYEek4OCTB0J8aN3P0uLU0nUqPjxE8HiTPfcMD6FM39Rx+rmyL5byQAAIABJREFUfm7e\nGn6Ae6p5Zm81bpdn1HZaHW7iVYppr2ETDplMxt8Oit7BrSuzQ5brC1OIj1Nw7nIfVodbmj9dBk5d\nm4l/f/YMH7tmMUvyReNTqZBHDFUciwVRoBOg0nCePY17SY1PYWPWWhRyBcZBMz87/qi0zqBnOBlN\np9KSlZARUkRysiNRJzpPc6GvijrjsMt50OPkr9Uv8vV1905q31OJ4BU40TWs0DJVdVUGXGKlaJfX\nHXZ0abbTYhUVXDSqmZfgjhGeSIMNf67666wI6YwRI8bUU5Kai7thLQpd7pVuypRgc9vxyFx4HMkk\na6Mrkih4BU52R/5O+70eI8uk7FqbF9JJDSyiGY6xlo+kutmIweRg4/JM2gxWXi1vpMckCjQN2F1R\neV38BVmrW4zIkKEvSuFyh4XV41DrStHFsyQvCbfgk9o1nvMYD/7r7S+MOlr9nLQkNf/znWsQPDMv\nxf3SoQb6LGJ/9/C5TjJTEoLaWN9mJkUbR7fRQU2ricdeOkdGcgI/u3fztLSp2yg+F3K5jMraHuJV\nCs5e7mXLimzJ0BkPC8awkQ/l1hidJqlD7RcOyNJkYLD34gzw2Ny19BbuWnrLlLej1doeVPDSz4W+\natoHOslPnB0v6bGSPydKYGjQG417p8QLNFOYnRbMTvGZOdV9lmsLr77CLYoBkQcbHj31WMi8+RKy\nEiPGQicxTseHFm+Rap7Mdfx5vUrP2N4MP2N9p0d6PTaVZpGbrsFoHe7rjNUZH09nPZBjF7s4fK6T\nZQXJIe34yu2rpEKao+EXAvCH5QX+HQ3+tl/uEL/bP/3jSXyAJl45bd6HDcsypGt1w6bCMY8z04IG\npcWpfOEjeulefOGmUvIztCHrfOuja6R1HE4PrQbrtBU67e4XBbXae2y8sP8yywqSqWszU5ipixk2\no9Ey0C797XfXmpxi7Oaa9JXkFGVRkjS2Fv5k8ReoDMcfLz7Nj7d+d9rbEA3TEcccqbjiXAkN2t96\nWPr7rcZ9bM7ZOGeMsoXIdMb5x4gR48pz1UYlcpnnSjdjSjDYRcNGp4i+IxfNd9rv9ejotZGXoQ1R\nlxppdNx9oz6oozty+fY1OTjdnjE9Lr1m0SPgNzz97QCoaTFFZdj4w/FGE0QYjZFtbzFYpWVT0Ukf\n6f15pbyBy+2iEZUQp6C2zcyG5eEVVE/XGDhd28PNW4onHHI1UQLvxalqA/lhRCr869S3mbk0dJ4j\nn42pwm/YbFyeydELXdS1iX3zWCjaKAhegTrjZWna767NTBDdmSXJRWzMWist73X08/iZP7A9bzPX\nT5HMsR9NQEd4Y9ZacjRZvNm0DxDDtGxuO5lc+UJi09EpnC4v0EwgeAUOt4dPUI8RI0aMGDPP42ee\nICMhg+9v/gcpKmOu0moS69ilxUevQuX/TjdbWumyGViZrpfUVf0Eyh8fv9jFY387R1ZqQpCBcOhs\nB5kpauJVirAd3YpqA8sKkmnstPCnN6vRqJUUZGp5qPiqiG3rswySpFERPyRlPFKGeabwd9D7B5yc\nqevB6hB1rKaik+4Pz2vpHqD8fKdUUDJZG8dXbl8pHSscDR0Wjl/s5rqNBZNqw0SI5l7413nlcAOt\nPVYG7G72VrTwpZtWTHl7uo0OtGqllA8FonRV3gTvz+wS9Z4mKg3nsAnBha8Otx+jwyoqUOtUWpos\nLXQNKXX1OvowOHpxeVxT3pbAEf7FySVh1ZzmK6ONLs12Kg3ngnKwQHyGuuaouluMGDFizHV8gpK2\nfiMDdvfYK89ytmRtZpVwG2UF+nFvW5xUyJbcq0KMGgj2cGxZmc2lJiNVTcagdcw2Fz2mQdp6bOSm\nhUYh5GfqkCFK8Mar5NgHBWpbzTzydKXktQjE6/PRbxkkPXk4THCiXpfJ4q/rc+/NKygeUtwqytZx\nagLGVXWzUfr38NOV1LSaqGk18fLhRtzCcK7Mj/9uC8naeApH8TiYhsIBU3TR5VNNJdHcC//8/Ewd\nX79jNQC1Laaw93uyXLM+jxs2F6FLUKFRi/6WrDSNZBSPlwVh2ETqUHfYurh10Q0kKBP4t1O/4a0h\nz0l1fx0AGQnRJ6hFS2AomtvrDuvBaLd0TflxZwMPlt3P49c9yuPXPUq6Og2tUsNvrn1kTuQ7vNO0\nP2TeXDHKYsSIEWM+opKpkSncWO1TPwg50+SnpfKNG3Zy3fqxa9eEo3WgnQu9VaOuI5PJSEuKlxLH\n/XgDxAUW54cWzt5UmoXJ5iJZG8enP7xMmn/3jeEVysxWF4LHR/osyH8K7LhvXy3mMOsSVBPyBrxa\n3sir5Y2UFqdy9Zocab7T7aHb6CBVF8e2VdkcPtPBj/5wIqgu0UhMVvGZTdbO7rIRm0qz0BelsCQv\niW6jg+f310/5MW7cXMRt20sA8AyJKWQkT/zZWRChaGOFVTkEUZHBX8fm/NDLIVWdEnGbiVKatowM\ndTpGp4kzhtBap16flyfPvMh9K+aHfGUkFicXU9H9AQZ7D9mzPAwNQClXoFEm8KOt3yU57sqHCsaI\nESPGQidersYu68dkGyQ/c2bzFKaapy+9jC5OzR1Lb5rQ9n+6+FcsLgv/tvNnUiHyRnMLdsHOqvRS\nab30JDWdfXYGXQLqOLEL2BqQe2IwOshIDlb99Pl8mKxOctI0tA2tW5CpjZifkayN4+GvbSNEju0K\ns211DieruslN147La1TdbOTlww1S7scjT1diHBCNw5UlqVwa8oA98OkN5GdoqWqzoJDLQgzIQLqN\ndtRxClTK2e9fqGkx4XSLuWxNXQNTKiLwQV0PbsGLTqPi9fImnEMFOp2usfO4IjH7r+gUUme8zOH2\n4/iGfmwVXR9wsusD4hWixTwoODE7LXTbRRdlvSmytT1RLK4BjE4THp+HzTlXSR6MwH/f3/WtKT/u\nbGPxUMHUwwEqabMV06CZNmsHdsFBRdcHV7o5MWLEiBEDSFCIHXCjzTrGmrMbt8fN0c5jvNN4kF6L\nfewNwpCny8EhDGJ0mqR5B9rKealuDx7vsMCCPzyszyIO5DpdHgz9w8c0DEnvBjLo8uBye0Xp5Pxk\nZIjKYpG8HnK5jKyUBLJSZ5+4zj98Yh2fvG7puLYpLU4lN334XD71oaWYrC7SksTrUabP5PYdJVJ4\n264N+aQmxtNnjmzYWO1uqS862yktTuWrt6+SpnesmTr13ufeq+d3r17Eandz9w3LpflfuKl0wobT\ngjJs9rUc5Nmal6RciSernuPpqhfw+XzEKeIY9DiDCmfuby3H5p7YSyYS5e3H8fjEl8ybje9O+f7n\nCouGDJvjXaeCXrqzkbeb3pP+3tv0/oK9ZzFixIgxm1iTVIazdgODkfuPc4JmSyvIQKbwct5UOfYG\nYcjXip3NYx2nALE8QaXhHF12Q9AAYnaqhtx0Da6hEfi2His+YHFeEpp4Ja6hXBF/LgmAwymQm64h\nO1XD1pU5/OtXt/LAp9ZH9Hq8faKZJ9+ulvJIZhs+n2/cRkVtq1n6+w97qhA8XrauzKEgU8c37lrD\nnTsXBxl66UnqoZC84Do11c1GHnm6Epfgxen2RsxTmm34RRi2r87hyXeqeenQ5Ab+/dfBMFTb6K3j\nLbx1ooXbd5QEGYkTYUEZNsnxooyiyWmh29aD1+dF8Akcbj+OWhHPoHswrBzxVDFS7ni+iwWMhj/X\nyCEMzmqvjeAVqOge9tIs5HsWI0aMGLOJq/L13KDfREn29NQkmSkC+wVvNe2b0OBZnk7M+TjUfpTL\npkb+eOFpvD6xU/1G415pnx/ZUsS/fHkri3LFXJqcdA3fuHM199yg5zff3sUNmwqB4XwSECWb/+XL\nW/nMUH5NdqqGuIDE7kAjCOCdilYOnOnAOgtFHd6taOVb/3lICisbC/+53bVrMd/99HoUchnd/XZK\ncpO4YVNhxET8tCQ1PqB/INi4Ky1O5TPXj52nNNvIz9RRWpRKbasJweOjvj2yeEQ0lBanBnlo7rlx\nOeuWZnDnzsUhRuJ4WVCGTUq8+EM2Oc3sazkozX+z8V1uXXQDqzNWhE3mnyrlq0hyxwtRWetYZ4X0\n92z2XIlqaMEvpoV6z2LEiBFjNqFN8rBqrUBG+FIhcwLBK0h5vTDxwbOkIUU0q9vGczUvU29ulJaN\nNkirVasoK82iOEfMHfWPpPsVv8J1Xi809vHXfXUYhzrtfiPIv615KDH+L3trZp03QqWS43B66DWH\nhtyF45XyBv528DKbSrOQy2QkaePweH00dFj4n1cuRDy/Xetyue/WFejUwansPp+PXz17hvwM7aQ9\nEzPJplKx4Ou3PrZGmrdzXe6kjLLy86IycVpiPOcb+qdMOW+BGTaix6Zv0Eil4Zw03ybYabd10WBp\nDtlmKpWv5rLc8VQSznP15KVnr2CLIhO7ZzFixIgxO7nQW8Vvz/6RM53VV7opE2bPpWOhpQTaxj94\ndrGvRvq73RaqrOofkLM63Dz6TCXPvS+qv758uIH3TrWJfx9q4KXDDXz2+uGR9M98eBk9JgcPP3Wa\nxk6x+GRdq5l3T7Vy8lIXDz99WjKC/rqvliSNStr28x+ZeJ7EdOFX2+o1jR6/6DfSalvNXO6w8MPf\ni5El3/7EOmmd0bwt+qJUtq/ORaNWBc3fX9nOgN1NfqZ20p6JK0FlTQ8714phj8+8W8ulpr4J78s1\nJBTw4bLCKb0OC0IVzY8/FK26rzZsTZLPlX6cpas+y0+OPcLmnI18YeWnp/T4sUroIuE8Vxf6qumw\ndknu9NmC/575fD5JaSZGjBgxYlx51HJRPOC9M43sLtlyhVszMWoHz4TM8yIOnkVbCkHwChwJGCwM\nh39A7qurv0RNqwmvD7xeH3uONqFSyvlQWQHdRjv1bWZeGwpBy0nT8EFdLw6nQG1A6JbfONCoVeze\nkC/ln3h8UFHTg0wG21blRFRNu5L4Fd96xvDYlBankqhR8eMnTgJw187FlBan8srhBm7fUQIw6vm5\n3B5aDFYS4hRBin2vH20CYOfaPGBma/pMBf66QD6g/Fwnf9lbyy+/sm1C+7p9RwmFWTpWL0ojIyVh\n7A2iZEEZNouSivjOVd/k+ZpXQpZ5fV7+UvU831p3H0DYQlcxpoZwXhCA359/kp9se3CGWzM6daZG\nXB5nkFxmjBgxYsS48iTGi6O8Dk90YUWzkQfL7g+qdyKTybhjnMZAuMFCP9cU7OCTy+8Impeii6er\nz8YvnjyFzyeOnD/ydCWpSaJCbMOQZ+az1y/D4fRwusYgbQdIndAe86DkxdElKOnotQGQm67l6jW5\nDDhmX46Nv7bOaIplfiqqDSRpVFgdbloNVspKs8jP1EnGSMUoYWR9lkH+9S+n2bk2ly/dvEKSjDbb\nxDC91482oZDLZp1Hayw2lWZR3Wyks0+81939jnHJP48M3du9IX/K27igDBuNKoHFycU8tPkfQpb9\n6eIznOo+g8HRC0BSrFbJtBHouXqjYS9vDhVGNTrN2Nx2tKrZIxH5xIW/4HA7eGTnT1Arr3yxsRgx\nYsSIIaIZ+la4vHNbFq2Nc6wqyuLa4u2jdpYjEWmwEMRolFxNFmszV5McL/Zr0pPUNHRYKMkdrnp/\n9416GjssHL/YjXHAiQyxfklehhaT1YUMSNKKYVV+j02f2YHDKQDw5dtW8evnzwLw9TtXkz9LQ6xU\nSjnbVmWTGYWHICtVg9UhsDg/mYIscbA72jyQtCEDqn+olk1pcSplPVmSaME9N+pn7TUai9LiVL74\nkVLJm3V3FOfiN2j8ghSDLoFBl4cf3HMViZq40TYdNwsqxwbgVPcZDrQe4XzvJUzOYdeqeqiWjcHe\nA8QMm5lgZK6N2+tmT8M7037cRnMLF/vGjsnutfcx4LIi+Dwc7zw97e2KESNGjBjRo1WJnVMXzjlT\nE2QkXq+PS44KXq56H5hYaNKDZffz+HWPUpxUGLp/n5dna1/mUsA3Ly0pHq/Px7nLfSRqVNw2lMSe\nlTrc2d+0Ios3jjVTUWXAbHWSqI1DIZdL28tlMkxWF8YBJ0naOC63m6dEqncm+PJtq7hz5+Ix18tI\nVuP1+VicmzTu+xKvUpCoUdFrGRYf6u63szQ/iWvW5836azQWFdUGbthUyMqSVN46Luanj1THC+Sv\n+2r5zxfOSvlYzd1Wuo0O/v3ZM1MuMLGgPDYArze8Q69DTHb6UNEuPrr0VgDilaJhE6eIY0XacjIT\nMq5YGxcK4dznh9qPcU3BDnK00xd3eqCtnLaBDkpTl6GQKyKuN1I5b1POhlnlTYoRI0aMhUxiXCI5\nAztp6vTgcHrQqOdel6a114RM6Ubjmby0W7g83taBdh6u+C9Od59lW94mAAqzdJysEjvWf3fLCtYu\nyaCi2kB2agJKhYwkTRyfu3451S0m2nqsZKUmoFQMj4Mr5HJ+ff8OlAo5//7sB2QkJ0QdojVbEDxe\nZDIkYy0cKYnx3L6jhBUTDBfTxCvpNTmkHF19USp336AH5sY1Go38TB2ZKWp+/udWVpakAcPeGD+l\nxalUNxt5tbyR1h5b2P3cd+sKCrOm1pEw994CkyQlPkkybHK1w4nqfo+NPnUpdyy56Yq0baERyX3+\nYt1rfGv9fdNyTH/RMq/Py+H24+wu3BF2PcErcNpwVpr2S3COjFWOESNGjBhXBpVcyaqUleQrncxV\nbZfqziHJW3XKtOw/T5uDXCanznQZj9dDXauFCw390vK3jrcQp1SQmKDid69eRPD46B9w8tuXL5Ci\ni6Ol28rP7t1MQnxwd9EfPvTjL2wKEdeZ7Qnxbx1v5oUDl/nUdUu5cXNRxPWyUhKi8uxEwjYo4PH6\nsNjdCIIXrVqJ4PGiVMhn/TUai02lWQgeLyqlnF6TXZIIB3jspXOkJar55/u24PF6WVGSKi0r02di\nMDnweHzoi1KorO2NGTaTxS/5DJCnzZb+Xpe5moyEdHID5sWYXgJHl8xOCz8++ks8Pg/FSYU0mpqx\nexxTnrRf3n48oGhZZC9MpeEcdiE4IfVw+zF25W+bVm9SjBgxYsSInvPddfjkAgnxK690UyZEU58Y\n/p6tS5uW/VvdNrw+L17EKIQbS64LUvsKzI8YOf/QmQ5auq2099pYmp8ctN8P6nqorO3hrp2LpXyS\nuYI2QcwVOnimfVTDprbVRGGWLsSoG4vz9b38356LWIfEE3778nly0zUcOtvJV25bydZVs0v9daIo\nFXJKchKpbzdz320r+de/VALgcHpod9r47uNHEDxeLHY3V+kzkSF6ejatEPvZm0qzpsVzteBybAIN\nm5wAIyZfl8v/3959h8d1lgn//85IGrVRL5Yl93Zkx45T7DjNjuM0EiAOLG0hvBDILjUvCyxmCbCw\nsEvJS1hYNsCPsLABEkJ6c+zEduIid1vuto5lWV2WRl2aXn9/TNGMpmgkjcrY9+e6fGXmtHlm5kRz\n7vM8z33fUHYdT519ln/b/1jSjtdNVlWtB3B5XABsbdjBH84+w4u1b+ByuxL2GsPn9JhjFEKT+jVC\nCDF9+euMtGcfxJCznx//5ei0KwYZj7Z+b8KiuYUTU2W0qvVA4PFbje9gcpg5XGOIOB9m+PJZJd6A\n50d/Psq+05dCjtvUYWTvqXb++df7kup6qaaxl+1HmgFo92X0inTeHD1v4CdPV/PbV8+M+jVWLCrm\nwbuHagF9/M4lnPO9xvIFRWNs+fS0sDwPjwee3XEBIHDOAPQM2hgwe4O7fqOdDdfNorw4m9WVpYEe\nq4noubqie2xSNUPzK8wOM63Gds731pGXnis1SybR8IADoMfq/SMQa7jYaEWa0xOtF0ZqDgkhxPTl\nrzPyw31paDJMLJtbkHSpcwFuKl9F+8Ai1lQoCT/28N9Wm8vO5vptzC+5KeJ8mOHzZFYuLEKj0fCH\nN89h8xVT9AsuxJlM10uVcwv40PqF/OJ5b5H2aBm9XtnjnS8yf+bYhkn5g0SX28MvXjhBv9FOeloK\n+sy0kXdOIgvKcwG42OZN+72wIo+ywixmFGZxrqE3kDr8U/dWTloWuCuux2ZJwUK0vre9J+hORv1A\nE7849ls8eKSGzSSLlYN/c/3bmBzmhLzOaHthrE5bxOVCCCGm3uEaAwWZejQaONeSnJOxT1zopsPg\nInMCyglEu5k3Oyh5WrT0xasrS9GlpXCxzZs9Nl8/lJK3prGXd4+1Bp5H6/WYrvwpl0vyMsKyk/l7\nAlt9k92Pnu8c03vzF7JcOrcAi9WbEtvmcCXdZzWSFQuLmD/TG9zMKslm6dwCvviBFfzdbQspzE2f\nkkx5V1xgc9xwCu9oU2+mK/9Fc0bK0B8VSfU8uWLl4Dc7Lfzp7HNxp2iOZdOqR/jKtZ8LPH/f/Ht4\nYsNjUas7f2//T/jJoV+M6zWFEEJMjIoSPXOKvXNTPCnOKW7N6NQ09vLDpw5zwX6cOvdhfvL0kYRf\n8CZiSPXO423AUHFO8PZ6fO7+qwLPH7xHSaresjkzcrjtmnLuXDWb8mG9CJVzC/jYHYsCzz/9nrG9\nN3+QuGxeId968PrA8mT7rGKpaezlF8+dCBRptTlc5AbVpFm9dAYPrF3AA2sXhH3OE+mKGoo2vFs2\nONNVRurQ/7QS2Eyu4GFfh9qreerssyHrT3efxeayMmAfHDFF80jKs8vYuOBeXr24hR5rT9Tt7C47\nRoeJWfryMb+WEEKIibO6spRjJ7zzO1J106/KfSyVcwtYMDOXNlsrmgwzD17zCWaVJHa0SPBva4fJ\nwA8O/oz0FB2fX/HpEff1p+n1e3rbeT5028LARbl/qBXAkRoDFbfOT2jbJ1LwHI/hahp7eaXqIgCL\nKnI5Xd/LworxZaw7VtuZtJ9VLP7hoP6EE5++d2lI0BZvMdNEu6J6bKJ1y7abDKSnDAU28/OiZ8kQ\nEyta701t30U6zJ0hwwfjFdzbo9dls372rQB0+ebxROoN8s/xKcy4PO6sCCHE5cjpceCxZWAaSL65\nC+eaetGkW8nS6jmqdk7oa2X4hrrZXHbead4z4vaVcwtCJsA/dF/oRat/qNVk341PFI/Hg9nqxO0O\nTXzwalU9RrODb/z9tXzpg1cn5L0l+2cVy+EaA++9cS53rZrFeV9K56l2RfXYxOqW/dTSjwFwTcly\nbilfM9lNEz7Bd5g2X3ybNxu2h6wfS6HM4IKcTYOtWJwWMlMz6Lb0hK339wZ1W73/g0pgI4QQ01O/\nbYCa3lo06S7mVA5MdXNGzWK3oUl1UKjPojx3Yi94g7OjbWnYwc3lN4z4OxqrV2aq7sYnyv9uqWHP\nyUv89PM3UZKfGeih8tdbea2qno23zk/Ie0v2zyqW6ViY9YoKbGJlunK5XfyfpR+lOPPySsWXrCJl\nSoPRF8rstvRwtOMEHjzsaT3Ahf56jhlOMidnFqnaVPqs/RwznMLlcYVkYPMPU5uoomlCCCHGJ7hM\nwBnLfkyO9aO66TWVnC43A45BdECPpZfrVk3ctUd4djRbXL+j0/GiNVH8BUb7jDZK8jPDhlU9ePcS\nKhI8NPByNB2DtitqKFosKdoUDOZOfnvyjzQONE91c654sTKl+YcPxuO1i1vx4O1qfrN+Gz2WXrQa\nLd9Y9WW+fv0X2dt2MPDDuDkomURZ1gzWVdzM7JyKBLwbIYQQiTT8Yt3qsvF63VtT2KLR6egx48nw\n9jJZXNYxDbOOV6xh+LFMx4vWRMnT+wMbe2DZ4RoDOVlppKZoODLBQwPFxJHAJshRwwnMTgsZQfNt\nxNSIlSktUlaXSPNknG4nJzuHimuZnGY6zAZydTloNdqYBTsXFyzgo8oDlOsvjwrBQghxOYl0sb63\n7WDcN70Adqqn2Xr2SMR1NY29EbOURVs+WiX5maxbM9QjEJylNdGk4HS4Al+Wt77BobIOFSV6tFoN\nhTkZl91cmCvJFTUUbSSdlm4AsnXJ0ZV9ORs+bNDusmNymMlPz4tYDCzSPJlqw0ns7tBMOVaXjcKM\nAmp6anm65oWoBTszUzPQp2WPKwObEEKIiRHxYh3vxfod+R8EGDGt7uYLu7Cn9nJX5bWBv/X+oCU4\nI1jwsfzLx5uyV5vi4ZzxROD5aIdZj4YUnA7nT1/dZxwKbFYpJfzutTMUl2Vcdj1UVxIJbHz6bUMT\nDw+3H+d2X+YsMT3oUnToUnQR1/XbBgLzZHa37g98d9EyvwzajcBQ5rNg/rtYjf3NpGi0/Hjtvybo\nHQghhEiU4Iv13xx4kdPmg6zVb+RjK2/hp09XA9GDj5rGXl7adxZTaRMajYdvvPok76m4jzkzcnh6\n23k6+yzYnd56d//14klK8jO5ZXkZe0+302zw/n785C9HeWDtglEFOP6gqXJuAc8f2xP1xlpZ9sRc\nVNtcdv545mlmZpexceG9E/IayaKkIJM7rp/F4llD82jNNicutycw/0YkJwlsfEIyhtRv54ay65Jm\nEuKV4kx3DYfaq7l/wb0UZQ79mARPIH2tbkvgu/vokg9gdpqxuez8z+m/cN/8u1icv4D0FF3E73Ze\n7hy+serLONxO/mnno+i0abjcLum1EUKIaWxWTgWnzVDX08xPn64OZLb66dPVbLx1PiUlobXpKucW\nMH+wl1aDd/6lNaeeNw7V4nKkYrG5Qra12l00G4y8UlVPhm7otyAtdfQj+YN7e/Z1HICM0PX+G2vR\nikaPV5o2ldNdNZgdlgk5fjLJy9bxibuWhCyz2V3MKMyiJD9zilolEkHm2BC9cKeYXtpNBo50HGdP\n6/7AsuHfnd3tCHx3O1uqeKn2DSp8RTYN5k6WFCxkbu5sCtKH7tLMyZlFSWYR3b5MaE2+5BF2t2NC\nJ3QKIYQYv2VFi7CeuYkKlofUXolW5d3pdnLIMDS3RqP1YCs8FxLUrK4sRZmdF3hutbsCE811qVrO\nNPTyzPbzcbWvprE3EHCpzX189/cHMZ1cQ6ozB31aNk9seCzwb6KCGgCtRkt2WhZGh2nCXiOZOJxu\neoPm2BTmZvDjf7yRv79z8RS2SoyXBDaMPWOImFxzc2cD3gmiLrfKXM1GAAAgAElEQVT3Byjad1fT\nXcuRjuO0mw2c7T5HeoqOIx3HOdpxnAH7ICnaFHRaHVq0fO7qT1OUUcig3YjdZWd3UOA0kRM6hRBC\njF9FYT4fuuE6blxawRv7GgLLdx1vjbh9teEkdkL/rqeUNqPJMHL7tRWsUkooL85GmVPAdUuKWV1Z\nEtjuwbuXMLPI2+Pf0mniJ08fHTGZwPBil26PB/DgSjFPeq00fVo2RrsENgA/fOow3/m93Ly83Iw4\nFE1RFC3wa2AlYAMeVlX1gm9dGfBs0ObXAP8C/C7aPtNRrIwhE3n3RIxOni4XALPTEqg5E+27+83J\nPwaeb6nfwYysUpoGW/jDmWf48jUP48n24HA78ODhmOEEq8uuZVH+AuwuO6e6zgb2ncgJnUIIIcYv\nQ5fKgsUO9l3awgWjDigEvHfkAU5d6KKvzxzovYn0u6HReiheepHc7BV88h4lULflgbULeGXPRVYp\nUF6czaDZwcPvWxaod/LJeyqpiCOD1uEaA1npKZhtLi51myHVjkfjIs09udm39Lps2s0GGWaNN4FA\nS6cJm91Fui6FIzUG3qlu4YG1C1gyW2rYJat45tg8AGSoqnqToig3Ao8DGwFUVW0H1gMoinIT8B/A\nk7H2mY4kY0hyONR+NPD4zfptrC67NvDdtRov0WcboM/axzPqizg9zsC2JqeZXPfQGOs8XS5VrQcC\n9W221O/gezdtIjsti0Pt1dhcQ3ntYeIndAohhBifw22nOGI4jqcwk9S223C6wGz1/g78actZ7HYX\nH7ptITD0m//Y4V/RONjMcv1q/m75ekqzSnjz5AnOdNewurIycOyKEj0PrF3gfZ0aA4drDNx/yzwA\njtQYqLh1/ojtKy/Oxun2UFaYSXuPBU2anRRNKnMLJ/d3pSSzmEG7EZvLRpb2yp5HHMiMZrIxQ5fF\npR4zNU192B2uEfYU01k8Q9FuBbYCqKp6AFg1fANFUTTAr4AvqKrqimcfIUZjpHlQFfqZXFWkRMx0\nBtBhGiq2pU/LDj/Wxbfptw2wo2l32L5Xer5/IYSY7s6etwKgSbewcGUfBTnpnLrYzY/+fJSahl4u\ntg3ws78dC8yL8Xg8dAz2kanV84UbPkxplne4WZ37EC+cfy0w3BnCC1VWlOi9SQnyM+kZsMbVvkUV\nedgdbrQaDfffMo/3X7eCDakPc/8kZyd7cOmH+dcbv0GWJEciP8dXpNM3z2bQ7L2pKVnRpodI9Qnj\nEU+PTS7QH/TcpShKqqqqzqBl7wfOqKqqjmKfMMMzl1zJ5LMItbvhYNhcmqrW/Tyw4k7Kc2aws34/\nM3NKyc7OiLi/GzcpGi0uj5tme2P4vJy2A+xq3cddC9fy+TWfYG7+LNJTr6w/bnLOickk55tIpHT9\nUE97a+oRVq++G/rKae4c+lvvdnvnxfz8+RN84LZFWJwWMjU55BVmsKv+IOc6z1PTUwvAsf5j3Lvk\n9oivdZ/v3N184CBmq5PiYn3E+mrBWnu9mcjmVeTxDx9cCUDViVbKZ0zuHBsxZFaZNzmEW6ulpCQH\nu8s7imPe7AKKx5kZTf6+jd9fLxykvq+ZtUuuG9WwyXgCmwEg+BvSRghQHgR+Ocp9wnR2Do60yRWh\npCRHPothXj+3I2yZy+PmyUPP8tCyj/Obw3/mqqJKmgdDJ4veNusWPrJkI/22AR7d++8APHvytbBj\nuT3esdi7Gg6yrW4P9827k/cuuHsC3sn0JOecmExyvolEcrqd9KZcDDx34eSE9R1SO9bQZTRSkDOL\nqxcWsrv2HJpUBx+9fQ1utwtNqhOdO4NfVT3FwaChzgDPnXqDpfplMcs+zCzM4lhtF7X13RTkpMds\no1rvLQB+1dwCOjsH2dmyl6aBFspa7iMvffIugs9017CtcSf3zN3A0qIlI+9wGZuRm877bp5HdpqW\nzs5Bunq9CSXsFjudjhEvWaOSv2/j128bYH9zNS6PiycP/I3KwsVcVTQ0PDRW4BhPYLMXb4/Mc775\nMqcibLMK2DfKfYSIm39M9NGO4xzuOMbGhfcxM3sGAJ1m7w+G1WmLWvDsaMfxwDKby85ja78f8oPl\n9rj56q7vYPfNr5mTO2tC348QQojEqDacxKEJrc1icVpxFxwhrRAK+xbicHooWtiGLaWXtw41sHpp\nCfaGpcxbNJuy7PC7wfEkjpldqudYbRctncaQwCa4EKffzcvLmD8zl+I876iCmp5aTnWd5YOL3zeu\n9z5aFqeV2r6LXFd6NUu5sgObuWU5WGzOwFys3CwdFcXZY6pRNBXq+5swO80hF/yXi9fqtgbqE77b\nXMXprnNUrlkcV89NPN/ey4BVUZR9wH8CX1UU5eOKovwjgKIoJcCAqqqeWPuM6h0JEUW3pZdTXefo\ntvQElvlz8ndausK2d3vcvFD72oh1irQaLYUZobVthBBCTH9b63ZFXK7JNKHNNHHDWiuL52dgymjC\nmTZIm+YMRpMbl2EuSu7SqOmPd7fsi1n2YXapHoBmgzFk+atV9YFinH4ZulTmz8wNzN/osfaiS9GR\nnTq5c130ad4sbINSywaPx8NLu+t4YVcdAP94/1X88OE1U9yq+Plr9QXPB7scON1Oqg0nAs89eDBY\nuuKuKzhij42qqm7g88MW1wSt78Sb5nmkfYQYN73O+0c5uMCYyfd4w+y13DV3fdg+h9qreerssyHL\nImU6y0r1jqnNSMkgLz030U0XQggxAf71lq9yqq6L/3zhOBkrd6HReSeD+6e9vHFhKzfMHLpMMehO\n0jpYiSZzkPQMF4c7jkU8rgcPL9S+xpeveTjien9g09bl/Q2qaezl1ap61OY+AH76dDUbb51P5dwC\nthxopCQ/k1W+RAQ91j4KMwpGnJuTaP7A5kqvZVPT2MsrVRe50DoAhH5XyaDfNsDRjhN48ATKX1wu\nqg0nsbsdYctfqdtMjk7P9TNWxtw/OfrbhPAJ3G2yD90h8xfQjDYWOladotBl3k7H2TkVCWmrEEKI\nyVHXNsDqG52BoCaYEzsHLh0JPHdp7HRkHiZjxV7OOarChjBrGAo2lhctjfqaxfmZ/ORzN/KZ93q3\n8eDhlhVlgfUb13ovlB1OFy/srGP70RbAOxzM4rRQmD75tVKGbg4aR9gy1FgzVE1XlXML+OTdSuD5\n361fwN/eucArey7G2Gv6CC5Zsbn+7cuqkHikazYAh9vJX9UXR+yhimeOjRDTRo7Oe4csuMfmqqJK\nvnrdFyjOLIy4Tzx1ivptA7QaLwFQoS8bYWshhBDTSUWJnvPGWm/qogjcuEOen+vxpn1uHGwK29Z/\nwQiw2VczLdKNM61GQ2lBVmBOzR/erMFotrNsXgFnG3p5fW8DlXMKMPRa8ABlhd5jqD21ZKVmUhTl\nN2si6dOyKcooIDttdIVB323eQ+NgC/8a5zyHZHC4xsDskmyaO03sONJKY8cgs2fop7pZIxpe/sLs\ntFxWhcS/cu3n+Nqu71CWNYN2c0fIOovTyub6bXx2xoej7i+BjUgqOTo92alZaDVDnY16XTaLdCMX\nSIulqvVAYKLa4fZj3Df/rpjZcIQQQkwfqytLWY2v8OaRX9E40Bxze3/w8hHlA1xVNHTn3ul28t19\nPw704phHSCJQ09jLEy+fwmp34XJ7j2mxuUjRamjsGORcYw+1vqFp6XkDnOmu4VjnKXJ1OXxo0fvH\n96bHIFWbyg9u/tao9um3DVBtOIkHDy9eeJ2PLHlgglo3uSpK9Ogz03hmey1Gi3foU05W2hS3amTV\nhpNREyUlayHx4EQIBrO37qApyjywbY3v8lbjOx9+7qO/eT7SeglsRFIpzizisXXfD1lW01PLgH2Q\nlSXLSU8Zfe2ZaMU/L5e7H0IIcSUJ7qV/ve4ttjZ6ywVkp2bxtWv+ieLsXP75lSdxFNShH3YDK9pF\n48K8eWSkpodkoKpp7OWprTWYrKGpgT/z3qW8ub+R/WfaeXbHBSw27/pL2jOo5w10W3txe9xUtR1M\nirkRwcOe9rYd4r3z774sbvytrizlQou35GKHL9VzTub0r18Xa3j9l1Z+dgpaNH7vNu+habCVyjWL\nqdDP5Hs3biJFo6UoszDsZoPbey7+FogY2MgcG5H0drfu56mzz+JwhU82i0e0H7JY2XCEEEJMb063\nk32XDgWem5xm/vPEL/nj2b9gd1uBoXmbftEuGl+ofS0sA1Xl3AI+9Z6hQOe2a8q5/5Z5bD3QSEun\ndw5Ls8FIV78V0qzUmWrotHQH6qa9Wb9tSuZGvFj7Oj89/F94PJ4Rtx1+48/pdoZlFU1ms2fo+fD6\nhSyf7x0WmJs9/XtsNq16hAeXfiTwXKvR8qNbvpO0QY2/R7DT0sVLFzaj1WgpzSoODNWMdI0GRB3H\nKT02Iun8VX0Ji8PCZ5Z/AvBmd9GgISttbJWCL8e7H0IIcaWLdEFkdJg403ERe+dVVGTMIEcXWugv\nuLenw2TgROcZVpQs48eHfsGAfTAsA1VNUy/33zKPti4T+fp0Nt46n8M1Bu65YQ7/+oehoCq1tBk0\noYHEVI0O6LR00zTYgsVpIWuEnpfLcdhTsPS0FO69cS4HzrRzobWfwpyMqW5SXAZt3u/kY8oHKM0s\nocXYlrTZXIN7BPe07qckswg3btaW30haSlrUZALRSGAjkk5DfxOGoJo1JoeJrLTMkHk3oxFPcgEh\nhBDJJdoFkV1jxj1QyLyUcnQp0e/QH+s8xesX32J70+7AHMw3hyUTqCjRs9qXwvlwjbeXf3VlKa/s\nucj9t8yjpqkXcNMx8xL2CK8xFUFCTlAtm5ECmyvhxp/R4iAzPZWvf+xa8rKn/1A0gH67N0vG3NzZ\n7GjaTctgG5UFyZfYYXiPoMvjYkvDdqwuG+tneW8g+K/Rhg9Ji0YCG5F0cnR6Woxt2F0OdClpGB2m\nsOEEQgghrmz+C6KSkhw6O70XQ787+SdOdJ1Gm9eFLrso5v7LChVev/gWJmdQ3bRhvSz+oGb4Y3/A\nc7jGQJ35LM19kYecTUWQoPdlFz3VeZYZc2+Lue2mVY/gcrv4ys5HWZg/j69e94XJaOKk2n+mnb9u\nr+W9N83l725bONXNAUIn00eiS9FRkJ6PBg3VHSdw42F36z5un712kls6PtF6VUsyi8NuVkcZkhZG\n5tiIpBMoMOYw4va4MTnMo05dKYQQ4spTlOktwJiuHKU+/Z2Y2/rLCwwXzxxMf5CzurKUJvepiNss\nK1J4YsNjk97z4f8NfbelKq6q9YMOIx48ZKZmcrG/AYO5a8R9ksm8Mu9wxM37G3G53SNsPbH89YJ2\ntlSFzekKtnHhvfz7LY9ysvOMfzI9b1z0ztlKpppD0XpVrS5r3NsOJz02IukECozZTeSn5/Evq78y\nxS0SQgiRDGbnVMBgEeR0j5jZa1/boYjLR9vLMt2GO6dovMOV+mz9cVWt77d5hz31WHt5/OivuWfu\nBu5f+J4Jb+dkqGns5eWgopw/++txNt7qLaw6FXa2VNE40EyPtQ+Xx8WOpt3cPe/2iNsOH8ZldXlr\nvJgcpqQZmub/f+OHBx8nOzWLVG0Kau8F1pRdH3VbgJKSHE3YBj7SYyOSTkF6PkUZBTg9TrQaLbNy\nypmVUz7VzRJCCDGN1TT28u4OsNReDUDzJXuguOZwwy8a/ZYXVU5JL0siBRe4jiczmz+wWVborffT\namybuMZNssq5Bfyfe4bqGD14jzJlQc1QdrDuwJyurY07In4/Pz/6a35z4o9hQ7N2t+yj2nCSdrOB\nXS37JqXdidBj6cHqtFDbWwdA5zh6BSWwEUnnjjnr+MHN32JB3jx6rX3sbtlPq/HSVDdLCCHENFY5\nt4AH716CJs07jX/ZrBlRL2Kjjee/ZOqIsPXI6vub+N7+n7Kn9cCY9k8Up9vJ3gh122Lp930O5foy\n8nS5NAw0J81Qp3gcrjHw/pvncf8t8zhSM3VlHqpaDwRSgfvZXPaw78fmslPX30BDhCK0HjyBY2xp\n2D4l6cRHy+F2Ync7sLrsgWF1tX0Xx9x2CWxEUmsxtvG38y9ztlud6qYIIYSY5vafayFjhXesfl9f\n9Dou0cbz21z2uOq/DNdj7aXL0h3XnJaJNJa6bSuKl/KFqx9iScFCKnJmYnSYeOH8a1P+XhKlokTP\nB9Yt4IG1Cygvnpr5utF6CCH8+xnwpXpeWXIVT2x4jCc2PMbdc29nfu4cMlOHyl6YnZakqDlkdliA\noUxvML62yxwbkXQM5k7+pr7CiuJlpKemA+FF1oQQQojh5pQUgK+Df1nh0qjbjWdeTKSMVv02b4X7\n/CmuNTKW9M356Xnkp+cBUJLhzSRnsHTFNT8nGUTLbDeZYmX8Gv79+LcLrltz/4L38Gb9duoHmkL2\nTYaaQ2ant2fG6XaGLB9r2yWwEUmppreW/Iw80lO8OedHmgQqhBBC3LB0Bq/3FGBymLjv6pUT8hpv\n1m+j09JN5Zqhydt9vnkqU11E0R+w2V12vrHn+xSk5/HhJRujphUGONOt4va4wrYZXtNHjF20HsJc\nXQ4/vvW7Icv8gU1uUHFZjUbDuy17wvZPhppDKZoUslIzMTstIcvH2nYJbETS0ad5U3Aa7SYaLN67\nE1lpmbF2EUIIIQDvHWKb206vrZ8CX09EPM731vGs+hJ3zF7HLRVrIm5zrruWsz3eodHBPRr+YTb5\no3i9iaRL0bE4fwHnes7z/PnXQoKw4V6/uJUOk4HH1n6fY51DqauH1/SZaiPVfpnONq16hBOdp/nd\nqT/xwML72DB7LU+dfZaF+fPDttVqtJRnl1GYMTQ/rN82gMXpTZF8Y9kqanpr0aDh3295dNLew1iV\nZhXz/9b9W8KOJ3NsRNLJTM1Ai5ZLpg46zJ0AnOupneJWCSGEmO76bQNYXTYAttZvH9W+ado0Osyd\nXDJHTiBwsa+BP5x5OvA8OONYSWYx83Pnhtxln2rz8+YC0OkbVhZNv22AvPRcjnWeGvX8nMk0Uu2X\n6S5Nm8bi/AXMyiknRZvCZ5Z/gttm3Ry23cqSq/j2mq+xsuSqwLKqoO/vZNdZijIK6bX1YXfZJ6Xt\n04kENiLpaDQatBoNPdYePL4MGrtb9iVF9g8hhBBTJ/gCsNpwalS/G6VZxQB0mrsjrn/+/KuB+QIQ\nmnHsfQvu5p9XfWla1RUx2UdO++xyuxi0G8nV5cacnzOV6vubONRezTHDKdrNhinPPDdWy4oU/um6\nz7O0cElgmWPYvJNIhiceMDvNgWFdnZbI5+p0srN5L5v2fD9hSaAksBFJp982gNPjIjgvTbJk/xBC\nCDE1Il0AjuZ3Izsti/SUdFqMrWHr+m0DNEVYPp16NII53c6Iw8qGG3QY8eAhPz2XTase4b9v/ymp\n2lTm5MwKZOSa6vkbWxq28+ezzwVqv8RTm2c6Gp7q+b+P/56v7vx22PKnz73A40d/HQh6IiUeaPel\nJfePapnOjA4jJoeZVG1iZsdIYCOSTlWUuzHT9QdECCHE1BtLquPhUjQp9NkGcLgcIcuj/S65PW6e\nP/8q39zzbzx3/tXRN3qCRPosdrfsC/ss/KmFc9O9Q+g0Gg15upyoGbwmW5+1nzPdNbgZuviPpzbP\ndOPxeHi06t/53cmnAsvSU9Lx4AkL0i70XaRpsIU0XyAQqSfNg4cFuXOTYr6RyZfuOVFJKCR5gEgq\nsXK9J0P2DyGEEFNjLKmOg3knaFt8x6rirrm3A9F/l75/4zcpySqizdjOfxz6Oa44hhVNlmgXwy/U\nvsaXr3k4sKw0q4SvXfdF9EEXnbm6HBoHW3B73Gg1U3t/fHfrvojLkyHNcbB++wCDDiMajSawLEfn\nTZQ0aDcGHgP02PrweDy43C5StCnjSk0+HfiHb2alJiYJlAQ2IqlEusuk1Wj59g1fS5o/YEIIISbf\neC8Aq1oPBOZ1bmvcxc3la8hOy4pag6RxsJmSrCL6bdMrIxqEfhav121la+M7ACwvCq3tc8nUgdVl\nZWH+vMCy3PRc3ANuzA4Let3U1ZBzup3sazsccd1U3Oj0Z2VbX7J61Pt2mLxDxsqyhq5jcnz1+Qbt\nxsCyXmtfoN7LSHWEDrVXY3XaWDfrplG3ZzKZE9xjI0PRRFKZrpMXhRBCXL6G98oED3eKVoNke9Mu\nAPp8xTnzplFgE8zpGcoi9mrdFo52nAg8f6P+LZ4+9wKDQYHbvfPu5OvXf5EMX4HsqVJtOMmgwxi2\nXClYPCVzf8aTle1sdw0AM4Ju0Pp7aYxB7/Hd5qrA45HmEm2p384b9W+Nui2TbUHeXFYWX0WaNi0h\nx5MeG5FUkr3LVQghRPKJNj9nXcVN3kn1x3/PuZ7zPL7uBxwznOIvNc9zW4U3VW+Drxr8VBfnjMTp\ndnKovTrw3O6281f1Ra4pWY7RYULtuYAHD+82V3H/wnsBmJ1TPlXNDREtoLzY3zC5DcE7TLHacBK3\nx83bF3azqmDVqPY/2XUWgNLM4sCyWTnl3Fq+JlCvxul2crD9aGD9SHWESrOKOd1dw9GOE1w/Y2KK\n0SbCvfPvTOjxJLARQgghhIhhpPk5PdY+slOzyEjNCAzPMjq86ZRbje3otDoKM/Intc3xiBSwWZxW\nnq55gS7LUEmFPa0HuGPObWSnZdFr7eN8bx2zcyoo15dNRbOByDc6f1H9WxoGmnG4HKSlJKYHIB5V\nrQcC2cueP/MGS9csi3toVb9tgC5fWubavnrm5c0BYEHePBbkzQtsV204GTin/GLNJSrJKoZueKXu\nTa4pWT6tUo1PJBmKJoQQQggRw6ZVjwTSG9877w4AvnD1Q3xp5WfxeDz0WHsDgcuCvHl8/fovcePM\nVd400IMt2N121J4LU/kWIorW63Gw/Sh1/fWB58ElFVqMbfzp3N843X1uUto4Gp9d/iCPr/vBpAY1\nw4cpGu2jy8pW1XoAd2Du1rshw8vcHjdWp7eg7GiH4uekeTPZ9Vh7p21tH7fHzVd3fpvfnvxjwo4p\nPTZCCCGEEHFamD8fgLr+BpYXL8XhdrKscAnFmUWAdxL0gry5AGy++HZIfZXVZdcmbJJ0Ivh7PZxu\nJ9/d9+OYaZz9vQN5Ou+QOn8q6Kl08NJRXrrwBh9TPsi1pStCsodNlljDFEdKahRt7tZHlmzE7DCz\nac+/saJ4GZ+7+lNsWvUIO5v3srftIJ9Y+iHm5c6JeewO81Dq7njPPX8ChMlKE21z2bC7HXg8I28b\nL+mxEUIIIYSI03zfBeXJzjMA6FLS+MerP8UHF78P8N6F3n/pCEfbj0dNODDdRMvsFszfO+CvadNv\nH5iMpsVkcpgwOkyBNMmDdiO/O/Un/lrz0qS1YTxJjWLVVspIzUCj0YRkReu0dNFmaidFE3tYmdPt\n5GyPGnge77kXnAChvr+JM76kBhMl0TVsQHpshBBCCCHilpGawczsGZgdZlxuF1qNNqT+iAYNf615\nkYL0/DHfyZ9s0YakAdw265aQCeoutwsNGvqnQY+NxWkFIDMlA4A0bRonOk+j06bxkSUbJ2VeyaZV\nj/Bq3RYOXDrC/QvvZUPlDVj63SPvyMhzt3LSskMyv/X7zqdcXU7M41YbToYERDDyuddvG+CY4RQu\nj4t3mqtoMbbSMthGZcHiCfscAzVs0hJTwwYksBFCCCGEiFu/bQCDuQuXx8We1gO4PS62Ne3ioav+\nniUFi9BoNOjTsumz9YXtO10LSfuHpB1qr+aps8+GrBt+QZyiTUGflh2SAnqqWFzewMafetrm8s5H\nsbsd7G7dz+2zb52UdtT1NTBoN3J96dXoddlYiO+z2bTqEer7G/nZ0Se4c85tfGDRe0PW63V6ui09\ngecDtkE0eM+vWMZSjLaq9UBg2OQrdZvRoMGDh1fq3qSycPGEDE/z17BJVHFOkMBGCCGEECJuwReA\nr1/cynUzVjJgHyTD12sAoNdlY3PZ+GTlR/njmWf48JKNrJ8VvZjidBHvBfHnrv4UmQm8GB0r/8T6\nzFTvZ18VNEl+88W3uaHsugmf0+T2uGk1tpGry+FU11lMqRUUUBL3/rF6YXLS9LQaL2F3OdClpDFo\nH0Svyx6xB8UfqD53/lV2texl06pHmJs7O+r2F3rrw757f0a8nS17Od11joyl6VhdtoQGONlpWaye\ncS2zcyoSdkwJbIQQQggh4jB8srfVZQtkO/PXGwHQp2XTarxEu8k7gbs4o3ByGzpG8daKm+9LjjDV\nKvQzWVG8lOy07LDvxuKyxqzzkihdlh6sLhulWcX84cwz3GG5lQ/Ouz/u/f1JGPIiBDbXlq5gdk5F\nIJV0RU45WjRh20UzM3sGAG2mjpiBzSt1mzE7LRHXuT1uDJYuXqh9HbvLntChabNzKvj0VX+fkGP5\nSfIAIYQQQog4RJrs3W3tIU2bFtIz4B8qpNdlc33pSsp8F5iXi8aBZna27MVoN4288QS6ffatfP7q\nh8hOy4o5EX8iHe04AUBl4RKAUc89mpFVws0zV0c8R26tuJGVJcsDqbcfXv4gn1n+ibiP7Q9sLpna\no27Tbxug3ldENpamwRbazYaEpo72JDIdmo8ENkIIIYQQcYg2yV6j0YQkEHjfgnv4zpqvs7b8Rj6z\n/BMUZyZHj028jnee5vnzr7L/0uGpbkrAeLKTjYfaW4tOm8bSwiVoNVoGraMLbJTCRXxi6YeZlVMe\nts7j8bCjaRcv1r6Oy+0addvK/YGNsSPqNsHD97JSM0ccFvZm/baQWjvj8dTZZ/nKzkdpGmxJyPFA\nhqIJIYQQQsQleKiW1WnjG3u+h9vjDpt3UJpV7NvGellWfPfXstnZspcNs9dO2Xv8yeFf4nK7+Paa\nr4UNo6vvb6Lb0sOqsmsm7PX7bQNc7G/E5XHRZmwnOzWLAZtx5B2DWJ1WdCk6tJrwvoZ3mvdwrPMU\nAC/XvclxwynunHtb3PO1stKyyNPlRk3N7XQ72d26P/Dc7LSwOm8e/7L6KxETSUBorZ3xqu9vxOl2\nkqZNXEHVEQMbRVG0wK+BlYANeFhV1QtB61cDPwc0QDvwoESe6uwAABvhSURBVKqqVkVRqgH/J1mv\nqupDCWu1EEIIIcQUykhN56qiSk51naVlsBWX2xW4wDeYOznZdZaXL2xmeVElX1j5mSlubWKl+t5n\nn62fPa0HWD87/EJ7Moo9DtgG0KXowpZ7PB5+e/KPmJ0WVpZcRVpK4i6cg+1p3R9SgFWvyx514dJf\nHvsdBnMnP1v3g5BeP4A249AQsn1tB7G57KMevvXdG79Ou9HAme6asO+i2nASoyN0OKE/C16sFOCJ\nSFvebxug2+rN+Hay80xg2Nx4xTMU7QEgQ1XVm4B/AR73r1AURQM8CTykquqtwFZgrqIoGYBGVdX1\nvn8S1AghhBDisnL7rFtJ0WjptHSHzD1oMV7i5QubAdCn6aeqeROmYaA58Dja0KTgYo8TxeK0BjKi\nBRuwD2JymHF73BNWFNXpdrK7Zai3w+Q0U6GfyXfXf2VUxxmwD5KdlhUW1DjdTs70DBXItLnswMg1\nbIbLTM1kZ+veiN9FrOF7m1Y9whMbHouYdCARQ/z2tO7HH6Jtb9qdsOFt8QQ2/oAFVVUPAKuC1i0B\nuoGvKoqyCyhUVVXF27uTpSjK24qivKMoyo0Jaa0QQgghxDRxoe8iLl/GquAL/OA6I5fb/Bqn28mZ\n7nOB55Gq2vuLPSZ6snkwl9uF3e0gI0La6arWA4F0xbtb9yXsojlYteEkJmfocY93nibdV1MnHm6P\nmwH7ILm+oX3Djz+8yCZ4P//RqOmu5WjHiYjfxaZVj3DTzNXMzJ7Bf9/+U57Y8BhPbHgsJLW3P8D5\n4c3fAmBF8bKwbUYrfAhc+Dk0VvHMsckF+oOeuxRFSVVV1QkUAzcDXwYuAG8oinIE6AR+BvweWAxs\nURRF8e0TVUnJ6KLQy5l8FmKyyTknJpOcb2IyTcT55nQ52bfvUOC5yWnmnfadfOa6j2JJG6pjsmBG\nxWV1vu9uOMjAsAvuqtb9PLDiTipyy6jtrueZ868EhmhtadzOvVetRZ8eu6jkaBlt3iFUeVnZIZ/v\n8O/F5rIHvpdE2ns8PGBze9z8fO+TfPf2r5CfER6sDDdgM+L2uCnJKQg7RyIdH+BwVzXvu3p93O18\nqeFsIMgb/l3UdtezfvENXFP2UFiP0XAl5PDt2x5hUeE8snXjqw20u+FgWLAZfA6NRzyBzQAQ/Glr\ngwKUbuCCqqrnABRF2Yq3R+eXvuUe4LyiKN3ATKCZGDo7p76K7XRQUpIjn4WYVHLOickk55uYTBN1\nvh1qr6bPGjop++0Lu1lduIqstKFeBJ0j67I6318/tyNsmcvj5slDz/KllZ/lmeOvcabnfGCd0W7i\nqSMvJ7yejNFh4vrSlczOnB3y+cb6XsYzJ2S4h5Z+gm/v/Q8qCxbzyLX/AHiLgr7ZsJ1TjReoLFw8\n4jFajZcASCcz7Bz56jVfBKC29yLNgy30WPtoNV7i4aWfjPt8crqdHG45GXg+/Lt46fRbtBov8egN\ns+JKAFGeMpszTfXjnjs10jk0klg3CuIJbPYC7wee8w0pOxW07iKgVxRlkS+hwFrgf4DPACuALyqK\nUo631+dSHK8lhBBCCDHtxZqf8PkVnw4sK7zMhqL5s49ZnVa2N+0mKzWDDXPWAdBt6QmZF+KXiMnm\nw+nTsiPWdIn1vYxn+NRwu5r3AbC8eOlQm3Te+VTDJ+RHk5GSwR2z17Egf17UbRYXLGBxwYIxtTFa\nbZ91FTeRmZrBUYO3Bs+7LVXcOee2EY/Xbxvkr+qLmBxmfnDTv4w5G97GBe+habB1QjLqxRPYvAzc\npSjKPryZzx5SFOXjgF5V1d8pivJZ4BlfIoF9qqpuVhRFB/yvoihVgAf4zEjD0IQQQgghksXw9MLB\n+m0DaDVa3B43xzpORswaluzStGm807yb/PQ8NsxZR31/E8/UvBBx24kILKKJ9b0kUpupney0bJYF\n9Vz451bFW7i0KLOADy5+34jb9dn6aRlsCwmi4hEryJutH6pX83bDu9w0c3VIkdlIeqw9gV6maNnw\n4rG5fht1/Q3YXXbeu+DuMR0jmhEDG1VV3cDnhy2uCVr/DnDDsH3swMcT0UAhhBBCiGRS1XoAd1BS\ngdVl14540ZhsUrQpLMpfwJnuGg62H+VU51nahlW416fpsTgtPH7bD0nTJrZ04umuc/zxzDM8sOg+\n1lbcFHEbt8dNr7WfXJ1+3Cmfg9NX99sGONdzHpfHxblulRm+ukU5Ol9g44ivlo3FaUGrSSE9Qsrq\nYE+fe4GzPSoV+pk8esNX426zP8jzeDw8fvQJSrKKWTXjGpSCRXyr6oeB7eKtTXOmWw083hzHeR0p\n5be/9g+AxWWL+73EK56saEIIIYQQIg5Ot5OqtoOB55Gyhl0ulhQsBOA59RWOd54OW29ymHB5XFwy\ntoetGy+z04LVZUMb41L21bot/Ov+H9NsbBv36wWnr97RtDukfs1QNjzvULTBOIeiba7fxtd2fYem\ngZaY25VkFQHeOTljSZ+t0Wj451Vfxu1x81LtGxxpP47ZaQnZZk/rftpNhqjHcLqd7A06r6NlMqvv\nb+JMt7f/Y3jKb2+v3ouBZAYHLx1JeMY6CWyEEEIIIRIk2ryGWBeNyaoieyYAVpctcLEazL+scTDy\nhXvwRXA8y4NZnFbAWyg1mpJMb0BgMHfGPNZIgtNX72rZx75Lodnw/Bf4JZlF/PCOf+beeXfEdVx/\nwJebHjtrXklGceDxWNNnB7+HzfVvh60fqTZNvOf1zpYqXqh9ne1Nu8JSfm9v2sXpoFThZqcl4UF/\nYvsFhRBCCCGuYJM1eX06qOtviLj8tlm38JElGzGYO9nTeoBZ+vKI221t2EGnpYvKgsUhk8h3tlTR\nMtgWtjzYUGATXsfGrzTLm3bbYO6K5+1EtatlX6CH5o2Lb2Fz20PWBydHUIoXxp21rNUX2GSlRH8P\nACbnUA/QWIc2VrUeCLwHs9PKxoX3YnZYeGDRfXHtH8953W8boNpwErfHHShQ62+zUriIExF69RKd\nWEICGyGEEEKIBJmsyetTbfjQpGDBF6vXla7E7AwfbtQ40By4ex88Ed3fs+DyuGJOULf6ApvM1Iyo\nbSz1zX0ZT4/N8Pc5PKiB0Av8fU1H6ezt5+by1TGP228bYNA3F2ffpcNR36f39cN7iEaTPnv48Eir\ny0pdXyNfWPnpuI/hP6/dHjc2lz3i5x48tyyYyWnmz2efi9irl+igXwIbIYQQQggxKpGGJvkFX6y+\n27yHhoEmHr3hayHDxt4MGoL0Rv3brC67FoO5i5cuvBEyfyVa70S5voxrS68mTxd9GFeeLhddig6D\nZew9Nkc7TkRM35yeouPxdT8MK2z59ImXGLSZRgxsqoKGlMV6n7FSNsfbyxHpGKe7z9JmbKdcP7qC\nmFqNNmJQ43Q72d26P+p+jYOhpSz9vXqJJnNshBBCCCHEqEQamgSwrEjhiQ2P8aWVnw0MTeq29vL6\nxa2BbZxuJxf66gPPLb65Fq/VbeFi0PC2WIkXbii7joeXP0hRjDpBGo2Gm2euprJg5GKZ0Wxr2hlx\nuVaTEhbUANhcdqwuGw6XI+oxR5NgItYQsHhF+67+5/Sf4z5GsPO9dTx2+FdsbRgqtPlWw7tx1++B\niZt3Jj02QgghhBBiVOIZclfVeiAw/Kiq7SD3zb+L7LQsqg0nsQ5L9bsrysX37pZ945qDYXSYaBls\nY+PCe8dUDHJN2fW8UvcmC/LmcbG/gY9X/h0zskrxRBhy1W8bYNDmvbjf0byH98zbEPGYo+mFScTQ\nxuBjvHHxbbY0bAdg0G7C5DCPer6Oy+2icbCZLms3d81ZT4o2Jer3V5ZVSrs5PICZqHln0mMjhBBC\nCCESanivhNPtZPNFbzaunc1VcR/Hg4cXal8LW/6L6t+yac/38XjC5234BWcCi9bzEkt9fxNHO04A\ncPfc9QA0DbayKH8+i32proMFB3Lbm3ZGTWWciF6YsRg+X2isqcgLMwq8+zvM7Gk9QL9tIBCofnjx\nRp7Y8Fjg3zUlKwL7Zadm8dja7wfWTUQyDQlshBBCCCFEQkXslWg7QLvJwCx9OdmpWWxa9Qg/uuU7\naAgf0rWm7PrAYyXCUDKTw4zb44k4HMwvOBPY1oZ3Rl0z5d3mPTQbW5mRVcrSwiV87bovsryokmrD\nSWyu0CQCwwM5i9MaNWjYtOoRPlH5YQAerPzwhF7oB0tUKvIjHccCjzfXb+Od5j2Bz3lz/duBz9np\ndkZNjT1RJLARQgghhBAJFatX4kTXGUxOMwUZ+SG9HMEOth8NPN7SsD0sKLE4rWSkRK9hMzzQcLgd\no7qo7rcNBIqOzs2dRao2lYX589jWuJP/Of0X7MMCm9EGDX22PgDyM/LibtN4JaKnaPjnanaa2d2y\nL+j5UG2aqajpJHNshBBCCCFEQgXP67A4rfzmxB8xOoy8d/7d/L8jvwLgSPvxkIvkaGwuW1iKY6vL\nRkF69KBgvNnEgnt7znTVYHKY6bX2BWr3ZA2rnzPa+kV9tn6AmO8h0RIxXyfS52p3hyZK8H/OU1HT\nSQIbIYQQQggxYewuOw0DTbg8rkBQA5GLXWo1Wt6/4D28WvdmyPLgoMTj8WBxWmKmeh7PRXW0rGX5\n6blB7QmtseMPGlL0LnacO8CsnHIW5c+P+hq9vsAmfxIDm0SIlmEtmP9znoqaThLYCCGEEEKICRPc\n+xEsWrHLtxrfibjcH5S4PC6KMgoxOky43K6I2c6CL6p3tuzl+fOv8uDSj3DTzFUjtjdab8/1pSsD\nz6PVnuk29/J87avcMWddzMCmz9pPRkoGGTEKjE5HkYKVmp5afnX8Se6ddyfvW3D3FLRqiAQ2Qggh\nhBBiQgzv/RhOq9Hy7Ru+FnV42KH2av6mvsynln2Mq0uuAryJA/ps/bg8rrCek0iuLl5Gri6HxfkL\n4mpztN6eY4aTgef+XpzhRSZz0vWBNsZy++xbMTstcbVnOvJ4PPy8+jfotGmsKFkGQFlWyRS3SpIH\nCCGEEEKICRKp9yPYSJPX89PzsLps1PZdDCzb1rgz0AP0Zv22EYOIwowCriu9mi5LD2e6a0Zs86ZV\nj/B/r/lHAO6eeztPbHiMTy37GM5hvU6RJsLn6LIBMI1QrPLm8hu4c85tI7ZlutJoNJgdZhoGmrml\nfA3fWfN1lhUpU90sCWyEEEIIIcTEiDYnY1mRElea4/m5c0jRpHCy6yzg7QHa07o/sD7eFMLtpg7+\npr7EC+dfw+UOHxY3XLOxFYDZORVR30ekoCwrLROtRhsz2LK57FwydWB12qJukwzKsmdgdVkxOUzM\nzJ5B1igLfU4EGYomhBBCCCEmxHgnkKelpJGVmkmXpZtBu5Fjnaci9pyMlO2sqvUQzcY23/YjD19r\nHvQGNrP05UD870Oj0ZCdmhUzsGkcaOKXx343LeakjEdZdil0wu9P/Zn1s25hVdm1U90kCWyEEEII\nIcT01G8bwOgb1vX8+VdDhqT5xZPtbNBhDDyONvE/2PsXvIeVJcspziwcdZu/ct3nYtbY6bX6M6Ll\nRt0mGczM8gaS9QNNZLRnSGAjhBBCCCFENMEFPM/1nEer8c6i+N6N36Q0qyiuYzjdTtSe2sDzaBP/\ngxVnFo4pqAGYmT0j5vq+JE31PFxFTjmZqRlYnFbKskauDTQZZI6NEEIIIYSYdsKr3FsCvTdn40gC\n4FdtOBnSYwORJ/4Htu84wd/Ul+mydI+h1XCu+zxbG3ZgdVojrg8U58zIH9Pxp4uZ2TNYP+tWAGZk\nT31GNJDARgghhBBCTEOxMqrFkw3NL96J/37bmnaxu3U/tb3hw97iUW04yesX36LfNhBxfbIW54zk\nmOEUACWZxVPcEi8ZiiaEEEIIIaadWFXu4xlO5uef+G8wd5KZmkmOTh91237bQCBxgMHcNcoWe/nn\n7pickQOvxfkLyE7NIis1c0zHny76bQO0mzsAqO9vpLJw8RS3SAIbIYQQQggxDQVnIjvUXs1TZ58N\nWR9PNrRgpXEUkAye01PVdoA7594WM8lAJHpfLRujPXItm6bBFloG23B73KRoUkZ17OmkqvVA4PG7\nzVWsm3XzqD+rRJOhaEIIIYQQYlob7XCySMwOC1sbdnDw0tGI6yPN6YmnRs5w2am+HpsIQ+U6zd1U\nG07SbjawJygwSDbDP6t46wlNNOmxEUIIIYQQ09p46+EAaDUaXr/4FksKFrFm5vVh6yPN6RltrxAE\n9dg4wntsXq17E7fHDcSXdnq6StRnlWjSYyOEEEIIIS57GakZFGUU0ma8hMfjCVufiF4h8M6h+d6N\nm1g36+aQ5U63k1Pd5wLPp0svx1gk6rNKNOmxEUIIIYQQV4RyfRmnus4yYDeSl54Tsi4RvULgDaAy\nUjPClh9qr8bpdoYsmw69HGORqM8q0aTHRgghhBBCXBEqsssA2H/pUMT1r198i3ea94zrNZxuJ9sa\nd4bN5YnUOzMdejkuJ9JjI4QQQgghrgjlem9gs6tlH3fNWU+KdigrmcvtYkfTbkqzitkwe+2YX0Or\n0fJq3RYW5M0Lmcvjz4D2zVX/lzm5s8Z8fBGd9NgIIYQQQogrwpyc2aRoUhiwD4ZlJas2nMThdjA7\np2Jcr6HVaMlKy8QUlDyg3zZAn68wZ11/w7iOL6KTwEYIIYQQQlwRDrUfxeVxAd6sZMEpmXe17AOg\nQj9z3K+TnZYVcuydzXsDr7ulfnvEVNBi/CSwEUIIIYQQl71YtVf6bQM0DDQB0GPpHfdr6dOyMTnN\neDwe9l86zNtN70Z8XZFYEtgIIYQQQojLXrTaK+0mA1WtB/DgTQF9sP3ouHtUNGhwe9yYnGaeU18N\nW+9/XZFYEtgIIYQQQojLXrTaKy/UvhbSk2N2Wsbdo6JPy6Yks4inzz6P3W2P+LqSDS3xJCuaEEII\nIYS47Plrr5zpVvn1if/hvnl38t4Fd3OovZqnzj4bsu146sv02wY43V2Dy+Oi09IdWJ6dmsX3btpE\ndlrW+N6IiGrEwEZRFC3wa2AlYAMeVlX1QtD61cDPAQ3QDjwI2GPtI4QQQgghxFSo8KV8bjO1A9F7\ncl688DpfWvnZUR+/qvVAIFFAMP/cmo8s2TjqY4r4xNNj8wCQoarqTYqi3Ag8DmwEUBRFAzwJfEhV\n1QuKojwMzAWuiraPEEIIIYQQUyVPl0t+ep5vRo23J+fVui283fguj1zzD1QWLh7zsZ2u0AQFw42n\nJ0iMLJ7A5lZgK4CqqgcURVkVtG4J0A18VVGU5cBmVVVVRVE+F2OfqEpKckbV+MuZfBZissk5JyaT\nnG9iMsn5Job77cYfodUMTTXvONsBwLXzFPTp2WM+7u6Gg2EJCoK5PW7eaNrCt9Z9ecyvIaKLJ7DJ\nBfqDnrsURUlVVdUJFAM3A18GLgBvKIpyZIR9oursjH4iXElKSnLksxCTSs45MZnkfBOTSc43MRKP\nx0NddyNFGQVYBtxYGPv5srV2Z8Tly4qUkGFtck6OXawbFfEENgNA8BG0QQFKN3BBVdVzAIqibAVW\njbCPEEIIIYQQU+ZCXz3Pqa+wrEhh/exbMDpMLMyfP+7j/uiub0rQMoXiSfe8F7gPwDdf5lTQuouA\nXlGURb7na4EzI+wjhBBCCCHElNFqtLSaLrG37SD9tkEq9DOZlzN7qpslximeHpuXgbsURdmHN/PZ\nQ4qifBzQq6r6O0VRPgs840sksE9V1c2+TGoh+0zUGxBCCCGEEGI09KnelMtmp4WdzVVsXHgvVxVV\nTnGrxHhpPB7PyFtNDo903XnJeGAx2eScE5NJzjcxmeR8E5Fsvvg2bzZsDzwvSM/n3276JinalHEd\nV863iVdSkqOJti6eoWhCCCGEEEJcFpzu8JTMvbY+9rQemKIWiUSRwEYIIYQQQlwxqg0nI6ZkfqP+\nLUwO8xS0SCSKBDZCCCGEEOKKsbNlb8TlFqeVzfXbJrk1IpHiSR4ghBBCCCHEZWHTqkcAONRezVNn\nnw1Zt6d1P+sqbqIsu3QqmibGSXpshBBCCCHEFSdSz43b4+bFC69PQWtEIkiPjRBCCCGEuOL4e27E\n5UN6bIQQQgghhBBJTwIbIYQQQgghRNKTwEYIIYQQQgiR9CSwEUIIIYQQQiQ9CWyEEEIIIYQQSU8C\nGyGEEEIIIUTSk8BGCCGEEEIIkfQksBFCCCGEEEIkPQlshBBCCCGEEElPAhshhBBCCCFE0pPARggh\nhBBCCJH0JLARQgghhBBCJD2Nx+OZ6jYIIYQQQgghxLhIj40QQgghhBAi6UlgI4QQQgghhEh6EtgI\nIYQQQgghkp4ENkIIIYQQQoikJ4GNEEIIIYQQIulJYCOEEEIIIYRIehLYCCGEEEIIIZJe6lQ34Eqh\nKEoa8AdgHpAO/DtwFvhfwAOcBr6kqqrbt30JsBe4WlVVq6IoecBfgFxAB3xNVdX9k/w2RBJJwDmX\nDTwDFAB24FOqqrZO8tsQSWK851vQcSqBg8CM4OVCBEvA3zcN0ALU+g65X1XVb03mexDJIwHnWwrw\nc2CVb//vq6r6xiS/jSuC9NhMngeBblVV1wLvAf4b70n+Hd8yDbARQFGUe4C3gbKg/b8G7FBV9Tbg\n08ATk9d0kaTGe879A3BUVdV1eIPqTZPYdpF8xnu+oShKLvA4YJvEdovkNN7zbSFQrarqet8/CWpE\nLOM93z4JpKmqeotvu0WT2PYrigQ2k+d54Lu+xxrACVwP7PIt2wLc6Xvs9j3uCdr/P4H/z/c4FZA7\nmWIk4zrnVFX9BfAfvqdzgL4Jbq9IbuM633x30H8HPAqYJ6G9IrmN9zf1eqBCUZR3FUV5U1EUZeKb\nLJLYeM+3e4BWRVE2A08Cr090g69UMhRtkqiqagRQFCUHeAH4DvAzVVU9vk0GgTzfttt82wbv3+db\nVob37vk/TVbbRXIa7znnW+5SFOUdYAVw1+S0XCSjBJxv3wM2q6p6Qq4xxUgScL5dAn6squrziqLc\nivd3dfXktF4kmwScb8V4e2neB6wD/uj7r0gw6bGZRIqizAbeBf6squozeKN6vxxGuCOuKMoKYAfw\nqKqqu2JtKwSM/5wDUFV1A7AWeHFCGikuG+M83x4EPqsoyk68Qzjenqh2isvDOM+3I8CrAKqqVgHl\nvl5DISIa5/nWDbyhqqrHd/22ZOJaemWTwGaSKIoyA+8P9TdVVf2Db/ExRVHW+x7fC+yJsf8yvF2h\nH1dVdctEtlVcHhJwzn1LUZRP+p4aAddEtVUkv/Geb6qqLvLPdwDagbsnsLkiyY33fMPbQ/hPvmOt\nBJqD7r4LESIB51sVcJ/vWCuBpglq6hVPhqJNnkfxZpf6rqIo/nGaXwH+S1EUHXAOb/dmND8GMoBf\n+ro3+1VV3TiB7RXJb7zn3B+ApxRF+SyQAjw0kY0VSW+855sQozHe8+0nwF8URXkv3vkSn57Atork\nN97z7UngN4qiHMA7R+fzE9nYK5nG45EbFEIIIYQQQojkJkPRhBBCCCGEEElPAhshhBBCCCFE0pPA\nRgghhBBCCJH0JLARQgghhBBCJD0JbIQQQgghhBBJTwIbIYQQQgghRNKTwEYIIYQQQgiR9P5/qMI9\nO1v9QcEAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x121cbdef0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "speed_pair = tl.execute.calc_pair_speed('PB0', 'PBD', start='2011-07-28', end='2016-07-26', show=True)\n",
    "speed_pair[0], speed_pair[1]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "上面的计算结果0.50为沪铅（PB0）对趋势变化敏感速度，0.59为伦敦铅（PBD）对趋势变化敏感速度，差值达到0.09远大于0.03，是非常好的低频统计套利配对。\n",
    "\n",
    "字典中key为将会使用做为交易目标的低敏感沪铅（PB0），value为做为趋势风标的高敏感伦敦铅（PBD），如下所示："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "pair_dict['PB0'] = 'PBD'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "上面即选定了跨市场低频统计套利的交易配对字典，key为为交易目标的低敏感，value为做为趋势风标的高敏感，如下："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'AG0': 'XAG',\n",
       " 'AHD': 'AL0',\n",
       " 'AU0': 'XAU',\n",
       " 'CAD': 'CU0',\n",
       " 'PB0': 'PBD',\n",
       " 'SND': 'ZN0'}"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pair_dict"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.  基于跨市场低频统计套利的突破策略\n",
    "\n",
    "下面编写择时交易策略实现这个跨市场低频统计套利的交易配对，如下所示："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "class AbuFactorBuyPairBreak(AbuFactorBuyXD, BuyCallMixin):\n",
    "    \"\"\"跨市场低频统计套利策略示例\"\"\"\n",
    "    def _init_self(self, **kwargs):\n",
    "        # 根据做为低敏感的交易目标从字典中获取做为趋势风标的高敏感目标\n",
    "        pair_symbol = pair_dict[self.kl_pd.name]\n",
    "        # 获取做为趋势风标的高敏感交易目标金融时间序列\n",
    "        self.pair_kl_pd = ABuSymbolPd.make_kl_df(\n",
    "            pair_symbol, data_mode=EMarketDataSplitMode.E_DATA_SPLIT_UNDO,\n",
    "            benchmark=self.benchmark)\n",
    "        # 是否今天就买入，还是再降低频率明天买\n",
    "        self.td_buy = kwargs.pop('buy_today', True)\n",
    "        # 下面和趋势突破策略编码一样，设置突破周期参数，eg：21，42...\n",
    "        self.xd = kwargs['xd']\n",
    "        \n",
    "    def fit_day(self, today):\n",
    "        # 获取做为趋势风标的高敏感目标今天交易数据\n",
    "        pair_today = self.pair_kl_pd.iloc[self.today_ind]\n",
    "        # 做为趋势风标的高敏感目标今天突破了，则买入的是低敏感的交易目标\n",
    "        if pair_today.close == self.pair_kl_pd.close[self.today_ind - \n",
    "                                                     self.xd + 1:self.today_ind + 1].max():\n",
    "            # 生成买入订单, 纯低频，明天买，也可以今天买，因为本来就是跨市场的\n",
    "            return self.buy_today() if self.td_buy else self.buy_tomorrow()\n",
    "        return None"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "策略编写如上AbuFactorBuyPairBreak所示和之前章节一直使用的周期突破策略AbuFactorBuyBreak唯一不同的只有突破信号发出者为趋势风标的高敏感目标，一旦高敏感目标今天突破了，则买入的是低敏感的交易目标。\n",
    "\n",
    "下面使用这个买入策略进行回测，卖出策略依然延用之前的策略，如下所示："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "买入后卖出的交易数量:202\n",
      "买入后尚未卖出的交易数量:28\n",
      "胜率:47.5248%\n",
      "平均获利期望:4.6478%\n",
      "平均亏损期望:-3.1876%\n",
      "盈亏比:1.2979\n",
      "策略收益: 11.2057%\n",
      "基准收益: -2.2138%\n",
      "策略年化收益: 11.5731%\n",
      "基准年化收益: -2.2864%\n",
      "策略买入成交比例:28.2609%\n",
      "策略资金利用率比例:81.4983%\n",
      "策略共执行244个交易日\n"
     ]
    },
    {
     "data": {
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UwS/eXybbOb3GBTk9Lh7Z8zRrKtZRZq0gQRdPfsLMEW/HGJUAgNXePtZNDLtO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OTF5k506KJRkmfC45UprWxb7KEsKs1tDobcXjbmxKNSKijMisUny1TUd014nMvjvewHSUSCBIKl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\noHHq1nXJtQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x121d83208>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<abupy.MetricsBu.ABuMetricsBase.AbuMetricsBase at 0x1225121d0>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "abupy.env.g_market_target = EMarketTargetType.E_MARKET_TARGET_FUTURES_CN\n",
    "\n",
    "read_cash = 10000000\n",
    "# 卖出因子继续使用上一节使用的因子\n",
    "sell_factors = [\n",
    "    {'stop_loss_n': 1.0, 'stop_win_n': 3.0,\n",
    "     'class': AbuFactorAtrNStop},\n",
    "    {'class': AbuFactorPreAtrNStop, 'pre_atr_n': 1.5},\n",
    "    {'class': AbuFactorCloseAtrNStop, 'close_atr_n': 1.5}\n",
    "]\n",
    "\n",
    "# 买入策略使用AbuFactorBuyPairBreak\n",
    "buy_factors = [{'xd': 5, 'class': AbuFactorBuyPairBreak},\n",
    "               {'xd': 10, 'class': AbuFactorBuyPairBreak}]\n",
    "\n",
    "abu_result_tuple, kl_pd_manger = abu.run_loop_back(read_cash,\n",
    "                                                   buy_factors,\n",
    "                                                   sell_factors,\n",
    "                                                   start='2016-07-26', \n",
    "                                                   end='2017-07-26',\n",
    "                                                   choice_symbols=pair_dict.keys(),\n",
    "                                                   n_process_pick=1)\n",
    "ABuProgress.clear_output()\n",
    "AbuMetricsBase.show_general(*abu_result_tuple, only_show_returns=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "回测结果如上所示，对比未基于内外盘统计套利的普通突破策略回测可以看到回测效果提升很多，如下所示："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "买入后卖出的交易数量:201\n",
      "买入后尚未卖出的交易数量:26\n",
      "胜率:39.3035%\n",
      "平均获利期望:4.7833%\n",
      "平均亏损期望:-3.2777%\n",
      "盈亏比:0.9362\n",
      "策略收益: 3.9885%\n",
      "基准收益: -2.2138%\n",
      "策略年化收益: 4.1193%\n",
      "基准年化收益: -2.2864%\n",
      "策略买入成交比例:25.1101%\n",
      "策略资金利用率比例:80.1697%\n",
      "策略共执行244个交易日\n"
     ]
    },
    {
     "data": {
      "image/png": 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9vLYOWBzLOIQQidPu6QAgQ9/zt842cyQIGnpzBFd4jSCTdqwFQaPnm3cxMvY7\nKlm66Rm0ipZLZn6XIEGe2foC/qCfGw+/utuXCoFggL1t+/mqfiubGrZS4wxlfCZlTGB+/lwUFCZl\nlLKxYQvNrhZa3W0YNPpBZ0wTHZQ3u1p45KsnOdBeDYCCwsSMEmbnzaTN4+DflZ+zru4rlhQvBEKZ\n4fKm7QC0edoTMmYhRPKLNRMkhEhx7d7Qhw+LIb3H7fFcMDXy4cw4RjJBRq0RBSXh37yLkffBvmUA\nKIrCk1v+DwC9Vo/f7+fVnW9z3YKraHK18M7eD9ncUE67N/Rlg16jZ07eTObmzWR+/lw0Sqia/fCC\neexp28+2ph20ehxkGDMG3UEx0UHQ51WrOdBezfTsqRxecBizcmdES/qaXS18VvkFq2rWRYOgWmc9\nze7QVOJIRzwhhBgsCYKEEDGJfDiz6HsOgvKiawUNfU6QO5wJShsjc4I0igaTziiZoBRT66xnQ90m\nSqzFXDz9Av668XEUFK4+7HLe3vMhXzVs4f19n/JZ5eehgMZgZXHRUczJm4maXYZBazjknDNypgKw\npXEbDk87kzMnDnpcWo0Wg9aQsPdjedN2NIqGH835frQ0LyLblMW07CnYm3dS72zEZs6NZoEAHJIJ\nEkLESIIgIURM2r2hLo29BUFGrYFMQ0ZcgiDXGMsEAZi0JskEpZgP9y0jSJBvTTiREmsxv1l4ExBa\ns+fcKaexubGcN3e/B8D5ZWdyQsmSaManNwXmfLKMmWxqLCdIkKxBzgeKSEvQ+7HD62RfWwWTMicc\nEgBFHD3ucOzNO1ldu44zJp3M1iZ7dJtkgoQQsYq1O5wQIsW1e/ouhwPIN+fR7GrBG/D1us9AjLU5\nQQBmfRouvwRBqaLZ1cLqmnUUmG0cZpsFhIKfSLOPgvR8vlGyBJ2i5dKZF3Fi6XH9BkAQKqubkTMN\nX/jvWMYAO8MdLE2flpBMkL15J0GCzMyZ1us+h9lmY9DoWVG1hmZXCzuad1NgtqFRNDgkCBJCxEiC\nICFETDrCmaD0XjJBEJoXFCRI4xCzQZE2uCbd2CiHg1AmyOVzRztgibHt44rP8Af9nFx6Qq/BzXlT\nzuDu437LkePmD+rckZI4gEzD0DJBwWAwpuNjVd4YKm2bkdt7EGTSGTl+/GKa3S38cfUDeANeZuaq\nWPXp0hhBCBEzCYKEEDHpb04QdG+TPRRjMROUpjMRJBid7ySgwnGANTXrWVOznuqO2kQPJ27aPR18\nfmAVWcaP8BxeAAAgAElEQVTMPgMcRVEw9jDvpz9q9lQUQs0QBtseOyJNbyIQDOAJeGM6PhaRLm/p\nOjOl1vF97nvOlNM4ZcI36PCFvnyZkaNiNVilHE4IETOZEySEiEm0O1wfQVCeOT4d4iJzgsbKOkEA\nWaZMAKo7amOazD7WNHY2c9/av0ZLJ7OMmdy++FcJHlV8LKtcjifg5ezS49Fp4v/PrsWQTom1mP2O\nyiFlgiDUtj2WQCwWkS5vC7p0u+uNoiicM+U0so1ZbGvazrSsyWQYrFS2V+HyucfU7wYhxMiQTJAQ\nYkAaO5t5eOMT1IUDmnaPE42iibbX7Um8MkHuMZgJmpmjArCpoTzBIxkeFY4D7G3bP+D939z9Ht6A\njxNLjqXAnE+LuxV/wD+MIxwZLp+LZZVfYNGns7joqGG7zqLCI0jXmWNemDhNP/ILpm5r3gHAjD7m\nAx3suPGLuGLuJei1eqwGCyAd4oQQsZEgSAgxICuqV7OlcRsb6zcD0OHtwKJP73NNEluc2mSPxTlB\n03OmotPo2DwGg6DVNeu4+8u/cO+Xf+XzqlX97r+/rZI1tespsRRxXtkZFKUXAF93IExm/zmwkk5f\nJyeMX9Jji+t4ObZ4EXcd++toYDBYXTNBIyWSIR5vLYrp+AxDqAmEwyslcUKIwZMgSAgxIFvDE5ib\nXM0AOMJBUF9MOiMZBms0exSryJwg4xjKBBm1BtTsMqo6amjsbEr0cOJmWeXnPL31nxi1Bsz6NP5v\n28t8sPfTXvf3BXy8svMtAM4rOxONool+kI+UXCYrr9/LJxX/wag1cPz4RcN6LUVRBr1Ialdm3chn\nglrdbUCo9DEWGeH3iTRHEELEQoIgIUS/2j0d7HdUAtDoasYf8NPp6yRdb+73WFtaLk2u5mgL31hE\n5gT1VXqXjObkzQDGTklch9fJyzvexGqwcN2Cq7hhwf8jx5TN67vfZXfr3kP23968kz+ufoAdLbuZ\nnTsdNacMAMsYKXNaWbOWNo+D44qPwTyAvyuJFMmydnpHLhPU6mlDo2j6/TKlN9ZwJqjNLZkgIcTg\nSRAkhOjXtqbtBAm1zm1yNUc7NFkGUHpjS8sLtckOZ5BiMRYzQQCzcyNB0NYEj6RnmxvKBzW2bU07\nCAQDHF+8mGJLIQXp+Vw26yIAXtnxdrT9cou7lSe3/B9/Xr+UWmc9xxYv4tLwfgDW8Ifi9iQOgvwB\nPx/uW4ZOo+MbJccmejj9MkeCoBFcu6rV3UaGwTqg9ZB6Ei2HG4EOcatr1nH7qj/x+5X3cteaB6l1\n1g/7NYUQw0u6wwkh+rW1KVQKZ9AaaHI10+7pvz12hK1Lh7gCsy2m67t8bjSKBv0wdNZKpGxTFiWW\nIna07Mblc42qOU/BYJBntr6AJ+Dlj0tuHVAWrjz8PpnZZc2XyZkTmWebzYb6zayt20iru42393yA\n2+9hQkYJ3512HqUZ3dsjRzNB4TbsyWhD/WYaXU0sKV5IZowLmI6krzNBIxMEBYNBWt1tFMc4HwiI\nlk22DXPZ5Lq6r3hm6wtoFQ0mnYl2Zx2v7HiTqw774bBeVwgxvCQTJIToU2QtD4s+HTV7Cm6/J/ot\nqGVA5XBD7xDn9rsxaY1DmvMwWs3Om4k/6Ke8aUeih9JNs7uFDp8Tb8DLhrpN/e4fXfNFb6bEWtxt\n2zlTTkOjaHhyy//xys630Ck6vqeez42HX31IAARg1YfnBCVxJigSEC4pOjrBIxkYc6Q73Ahlgjp8\nTnxBP1kxtvSGLpmgYSyHK2/czlNb/oFRa+CGI67mziW3MTVrMpsbt2Fv2jls1xVCDD8JgoQQfTrQ\nXk2bx8GMHJUcUw5AdH6QRT+AcrhIJqgz9uYInaMsSxJPX88LGl0lcQfaq6P/v6pmbb/7V3fU0uJu\nZXr21EPKm/LNNk4sORYFhcVFR3Hbop+zuPjoXsugoq2Pk7gxwp7WfRi1BoothYkeyoCkhRsjOEeo\nO1ykKUKsi7tCKHDTKJqYGiNESjP7sqd1H0s3PY2iKFw591JKreNRFIVvl50JwKs73yIQDAz62kKI\n0UGCICFEn7qWOOWasoFQS2MYaCYoUg4XeybIFc4EjUUl1mIyDFa2NG4bVR+oKh2hIMigNbCjZTeN\nnX3P6Yq8T2bkqj1uP3fK6dx57G18b/oF/ZZRWgyh7Q5PcpbDOb1Oapx1TMgojXm+y0iLlDu6Rqg7\nXDyCII2iwaq30DaIOUHBYJD3937Czct/R1V7Ta/7VbXX8PDGJ/AF/Vw+62KmZk+JbivNGM8RBfOo\naK9ifd1XMY9fCJFYyfHbWQiRMFsb7UBoQcOccBBU4TgAQLqh/zlBabo0LPr0mDNBwWAwVA43RleE\n1ygaZufOoN3bMajFRYdbZXsVACeXHg/Amtp1fe4fDYJypva4XVGUAXcBM+tC3/Ana4vsPW0VAEzO\nKE3wSAYuYZmgIZTDAWQYrQNujBAIBnhx++u8sfs92r0drKvb2ON+DZ2NPLTh7zh9nXx/+neYa5t1\nyD6nTzoZgFU1ff+9EEKMXhIECSF65fK52dW6lxJrMVaDhRxTFsDX3eEGUA4HkG/Oi7bWHixvwEsg\nGMCkHZvlcDCyrbI31m/mkY1P9rso5oH2KtJ1Zr5Rcix6jZ5V1Wt7LSHq9LnY2bKbovRxMa/50lWk\nbXKytsje27oPgEmZExI8koEzaPRoFM2INUZo9YSCoIwhZIIgVDrpCXijCyr35YN9y/jswBcUpheg\nUTTRhi/dxuV28JcNj9HqcXD+1LM4uvDwHs9VYLYx3lLEtqYdOEewrbgQIn4kCBJC9GpHyy78QT8z\nc0IlTpFMUMRAyuEg1BwhEAzQ5GoZ9Bii7bHHaCYIYHrOVPQa3YjMC/p35Rdsbizng33Let3H5XNR\n39lIsbWINJ2JOXkzqOtsoNZZd8i+gWCAp7f+E2/Ax4L8w+I2TqvBkrTlcHvCGb2JmcmTCVIUhTSd\nacQaI3y9UOoQM0H68FpBA8gGbW4oR6NouHbBlUzKmMD+tkrau3Qg7PA4+evGx2jobOTUid/kxH5a\nm8/Pn4s/6Oerhi1DugchRGJIECSE6NXWxkiJU6jlsUWfjkGjj24faHlTdF5Ql5K4xs6mfrMR0GWh\n1DE6JwhC827U7DKqO2pp6GwatusEgoFoyd0nFf+hqZe1m6o6QnMlxocn9UeC4J6+OX9j13tsatjK\n9OypnDLhhLiN1aJPx+V34R3CIruJEHnG+Wl5MS8CmihpWtOILZYaz3I46H9hXW/AR4WjkmJLIRZ9\nOjNzpxEkGO3w5vF7uPM/D3OgvZrjihdx5qRT+r32gvw5ADIvSIgkJUGQEKJX5U12TFojk8NlPYqi\nRLNBRq0BvVbf1+FRNnOoTXalIzTPxOFp5w+r/8Q/tr3S77GpkAmCUKtsCH1bPVyqO2px+z1kGjLw\nBXy8sev9HveL/JzGW0JruMwIr/tT3tg9CFpR/SUf7l9GvjmPy2dfjFajjdtYIx3ikq1Ndk1HHZ0+\nV1KVwkWk6dNGLBPU4mlDq2hJH2A2uTfRtYL6yQRVOA7gC/qZlBH6uUS+2Clv2o4v4OPvm5/F3rCL\nw/MP4zvTzhlQO/58s41iSyHlUhInRFKSIEgI0aN6ZyP1nY2o2WXdPtxGgqDBfMs9PWcqWkXLmtr1\nBINBvqzdgMfvYW94AnlfIrX+Y3lOEIxMq+zd4bkqp006iRJLEWtq10U7/XVVGW6PHWnvnGXMpDC9\ngB0tu/H6vQDsbNnDP7a9jFmXxlVzL8M8xA+zB4usFZRsbbL3tEXmAyVPKVxEmtaEx++Jae7eYLW6\n28g0Zgx57a/IHLQ94fd2b/a0dv+5lFiLSdebKW/azrPlL7K10c78wln898z/GlRHvwXhkrjR1uJe\nCNE/CYKEED0qbwp3hQtnASJy0kJBUPoggiCLPp05eTOo6qihsr2KVdVfAtDkasYT/lDdm0gnushi\njmNVljGTEksRO1p20zlMbYojHwSnZE7kvPBaJ6/sfOuQhgcH2qvRKlrGpedHX5uRMw1vwMvO1j00\ndjbx903PECTIj2b/gHyzLe5jtUTWCkqyeUGRD8ORjEMySetlwVS338OH+5bF7YN+IBigzeMYcikc\nhEo1c0zZfFq5vMeAPiLy3o9ktTWKhunZU2lxt/Jl7QYmZ07k+mOuQKfRDer68/PnArBOSuKESDoS\nBAkherQ1EgTldF/3JdcYzgQNoD12V0eNC3VZem3nO1SE2y8HCVLnrO/1mIbORt7a/T7pOjOH588b\n1PWS0ey8mfiD/mi76Xjb07YPk9bEuPR81JwyZufOYEfLbjY3fl2C5wv4ONBezbj0/G4fCCPzgtbX\nbeJvXz1Fu7eDC6edg5pTNixjtYaD7GQqh9vZsodNDeVMzpyYNIukdpUWzrZGOsQFg0HW123i9yvv\n5bVd7/D45udpcbcO+Trt3g4CwcCQ1giKMOmMXDz9AgLBAM+Wv9jrHLI9bfux6i3khhd8BpgZXtOq\n2FLIVXMvw6gzDPr6BeGSuG1N2wc0x1EIMXpIECSEOIQv4GN78y7yzXnkpeV02xZpkz3YSd+zclUs\n+nS2Ne8AoCxrEgA1PXQcA6IfajwBLxdOO4fM8ATosSxSEjcc84LavR3UORuYmFESLfc5t+x0FBRe\n3flOtARqS+M2vAEv07osDgkwJWsSeo2Oz6tWUdVRw/HjF3Ns8aK4jzMimglKknK4QDDAKzveAuDb\nZWcOucwrEdL04SDI30ltRx0PbXiMxzY/i8PjYGauijfg5a3dHwz5OvFYKLWr6TlTWVK8kKqOGt7b\n89Eh25tdLbS4W5mUOaHbz+WIgnn817Tz+Om8Hw8p0zzfNhdf0M9X9VISJ0QykSBICHGI3a37cPs9\nh2SBAPLTQ6VPg10PRqfRcURBKJtj1qVxUngRztqOnoOgzypXsLNlD4fZZnN4wdjPAkFonkKmwcqW\nxm0EgoG4nntva6grXNcJ+4XpBSwuOopaZx0f7/4cgJXVawE4etwR3Y43aPWUZU0GQqVx54fL6YbL\n140RkqMcbl3tRvY5Kjg8/7CknA8EX2eC3t79Ibevvp9tzTuYkTONXx19PVfNvYyi9HGsrP6SA+E5\nY7GKtseOQzlcxHlTTifHlM0H+5cdUha3u7XneVo6jY7jxi+KvtdiFe0SVy8lcUIkEwmChBCH2NoY\nKoWbmTPtkG2l1vFcOfdSvll63KDPu6jwSDSKhoWFR0Q7j/WUCapzNvDarndI15v5rnpeUn6rHguN\nomF23gzavR3RVtbxsqeXBTxPn3QKRq2Blza/RUNnI5sbyym2FFJiLTrkHN+a8A0WFh7BD2fFtxNc\nTyKZxmTJBH1U8RkaRcPZU05N9FBiFpkTtLmxnAyDlR/P+W+uPuxy8s02NIqGc8vOIEiQV3e+PaTr\nRBZKjVcmCMCkM/VaFhdtVjFM87QK0vMpSh9HeaOUxAmRTCQIEkIcorxpOzpFy9SDSqIi5uTNjGkN\nlPHWIm47+uecM+U0soyZGLQGag7KBAWCAZ4rfxFvwMt/TTuXDMPYL4Prak64VfaqmnVxPe+Olt0A\nTMoo6fZ6ptHKyaXfoNXt4KENjxEIBjg6PH/rYFOzp/CDGReOSJOKZGqR3eZxUOE4QFnWZPLCa2Il\no4kZpWQarJw64URuW3gj82yzu30BMStXZUbONMqbtrMl/EVJLOJdDhcxPWcqS4qODpXF7f0YAK/f\ny4a6zeg0OiZkjI/r9bpakB8qids0jC3uhRDxJUGQEAIIlZ99UbWaVreDyvYqyrImY9QOfqJwf2zm\nXHQaHYqiMM5so66zoVvp17LKz9nVupd5tjksyD8s7tcf7WbmqOSn5fFF1epeSwUHq6GziV2te5ma\nNbnHVtbfLD2W7LRM6jsb0Sgajhw3Py7XHQqT1ohOo0uK7nCR9ZN6ypwmk8mZE7hjya2cNeVUDL38\n3T+v7IzwPLK3YmqlHQwGqWoPLcYb7yAIQuPLNmbxwb5P2d9WybLKz2l2t3B88TG93lM8SJc4IZKP\nBEFCCALBAC/veIPnt/2LR796Cji0NfZwKDAX4Av4aOxsBqDWWc8bu97Dok9PqTK4rrQaLeeWnU4g\nGODVXe/E5Zyra8LzfAqP6HG7QWvgu7PPBkIf5EdD9k1RFKx6C+1JUA4X6eYX6TY2lhVbCllYeATV\nHbWsrPlyUMcGggFe3P4a6+s3kWfKGZasmUln4vszvkMgGODp8hd4b+8npOvMnDrxxLhfq6txkZK4\npu3D1uJeCBFfg2uIL4QYk9o8DnzB0Le6+xyhBUxnjMC32uPCTRZqnXXkpmVHy+D+e+Z/DXmycjKb\nmzeLKZmT2NSwlQ/3LYs5KFFzysg0ZLCqei0GjZ75ttm97nv8pIW0tjlRc6bGOuy4sxjS45YNGy6B\nYIDypu1kGqwUpY9L9HBGxJmTT2Ft7QZetL/Gm7vfH/BxgUCADp+TovRxXD3vcvSDXJNnoCJlccur\nVgFwwdSz476Yb0/m58/h7T0fsqlhK0eNWzDs1xNCDI0EQUKIaCZmcdFRNHY20+l3jcgHunHm0GKc\nNc46Ktur2d26jwX5c1kQLi1JVYqicP7UM7n7y7/w2hCyQel6M6dM+AYNriaOGrcAk87U674aRcPi\n4qNjvtZwsOotVAQO4PK5MemMiR5OjyodVbR7O1hYeETKZC6zjJl8e+pZfFqxHAj2u39Xak4ZF6nn\nD/u8snPLzmBb0w70Wj3HFi8c1mtFLMify9t7PmR93SYJgoRIAhIECSFodDUBMN5SzPemX0AwGByR\nD3Tj0kNB0Cf7/0Orp40Mg5ULp5077NdNBhMySvjZ/J/Q0NkU0/HN7hbe3fNRtJNXb80ORjObORea\nQpnCCQc1dBgtIosKJ/t8oME6tnjhiAUXsUjTmbjlqOtQFKXbor/DaVx6AYXpBWxtstPpc5HWx5cO\nQojEkyBICEGTK5QJyk3LBhixb7Tz0nLRKBpaPW3kmXK4et6PUroM7mDTsqccsmjpYJRai3l88/Nk\nGTOGdJ5EKbYUAlDZXjV6g6BGOwrKqCojFCGJyB7Oz5/LO1ISJ0RSkCBICBEth8s1ZY/odXUaHbNy\np9PhdfLjOT8YFRPyx5I5eTP5zaJfoKBBoyRfH5zIWlIDWZzT4/ei02hH9D53tuyJdt2LpWW8GHsW\nhIMgKYkTYvSTIEgIEc0E5YxwEATwkzmXACOXfUo1WcbMRA8hZoXp41BQqHRU9bmfy+fijtUPMN5S\nyBVzLxmRsQWCAV7Z+RYAZ085bUSuKUa/wvQCxpnzKW+y4/F7MWj1iR6SEKIXyffVoBAi7hpdTVj1\nlmFdR6M3iqJIACR6ZNDqKUjP50B7dbe1pA724f5/0+hqYm/b/hEb27rajexrq2BB/lwmZ04YseuK\n0W9W7nS8AR+7WvYkeihCiD5IECREigsEAzS7WshJG/kskBD9GW8pxOV3R7OVB2t2tfDx/s8AaPU4\n8Pq9wz4mf8DP67vfQ6doOWfK6cN+PZFcImusRZpmCCFGp5jK4VRV1QAPA4cBbuBHdrt9Z5ftZwG3\nAT7gCbvd/vfw6+uAtvBue+x2+2WqqpYBTxHqs7kZuNput/f+lZ8QIq4iawSN9HwgIQZivKWIL2s3\nUOmo6nFxzTd2v4c34MWiT6fd20GTu4UCs21Yx7SlcRtNrmaOKz6GvLScYb2WSD5lmZPQa/RsbdrO\n+YkejBCiV7Fmgs4FTHa7fRFwM3BfZIOqqnrgfuAU4HjgClVVC1RVNQGK3W4/IfzfZeFD/gT8r91u\nPxZQgHNiHJMQIgbRznAm+TAnRp9Ic4TK9u7zgho6G/nbV0+xumYdxZZCjiteBEBTZ88Zo3haWf0l\nAMcUHTXs1xLJR6/VMzV7MjUdtTS7WhI9HCFEL2INgpYA7wHY7faVwBFdts0Adtrt9ma73e4BlgPH\nEcoamVVV/UBV1U9UVY0sMHA48O/w/78LnBTjmIQQMYh0hktEUwQh+lNsjbTJDnWI8/g9vLX7A36/\n6j42NWxlatZkfjT7B9EsUWTNq+Hi8LSzqbGcYkshJdaiYb2WSF4zc1RASuKEGM1i7Q6XAbR2+bNf\nVVWd3W739bDNAWQCTuBe4DFgKvCuqqoqoexQ8KB9+5SdbUan0w560DabtN+NSPVnker335VL2wHA\n5HFFKflcUvGeezMan4UNK1mmDKqc1exx7+Lp9S9R72wiOy2T/553PseUHBFqrlHng3JwaZxDvo++\njl+zfQ2BYICTyhaPyucVi7FyH/EQr2exxDiff+14g13tuznXljzf7cp74Wup/ixS4f5jDYLagK5P\nRxMOgHraZgVagO2EMkRBYLuqqo1AIRDoYd8+NTc7Bz1gm81Kfb1j0MeNRan+LFL9/ruy2axUNNYA\noHObUu65yHvha6P5WRSax1HetJ17P38UraLl5NITOHXiNzHpjDQ0tAOgdYcWxqxoqhnSffT3HD7c\nsRyNomGGZeaofV6DMZp/7iMtns9CFzSTa8rmq5pyautak2KdLnkvfC3Vn8VYu//eArpY/1Z+DpwO\nEC5r29RlWzkwVVXVHFVVDYRK4VYAPyQ8d0hV1SJCGaNqYL2qqieEjz0N+E+MYxJCxCBSDpct5XBi\nlJqaNRmAGTnT+NVR13Fu2emYdMZu+2QaMtAoml67yMVDhaOKA+3VzMmdgdVgGbbriOSnKAol1mI6\nfS6c3s5ED0cI0YNYM0GvAierqvoFoWYGl6mq+j3AYrfbl6qqej3wPqEg6wm73X5AVdXHgadUVV1O\nqBPcD+12u09V1RuAv4cDpnLgX0O9KSHEwDW5mrHo0zEmYI0gIQbipNLjmZc/h/y0vF7XlNJqtGQb\nM6NB/XBYWb0GgIWFR/SzpxBg1IYCdZffjYX0BI9GCHGwmIKgcAvrKw96eVuX7W8Cbx50jAf4Xg/n\n2k6oi5wQYoQEggE+r1oN9T6aXM0UW2SCtxi9tBrtgNpe55iy2dGyG2/Ah14T63d8PfMFfKypXY9F\nn86s3OlxPbcYmyLZSrffneCRCCF6Et9/JYQQSWFny27+aX8l+udCS0ECRyNEfOSactjBbppdzeTH\nea2gzY3b6PA6ObHkWLSawTfmEaknmgnySRAkxGgkQZAQKWi/4wAAF84+kwJdIRMzShM8IiGGLict\nNK+tydUS9yBISuHEYJm6lMMJIUYfCYKESEGVjtDCk0tKj0TrSkvwaISIj9xwc494rxXU5nGwpdFO\nibWYYkthXM8txi6jlMMJMaqN/p6NQoi4q2ivwqg1kG/JS/RQhIibyIK/TXFujrC6Zh2BYECyQGJQ\nopkgnyvBIxFC9ESCICFSjMfvpbajjmJLUVKsXSHEQH2dCYpfEBQMBllVvRatouWIgnlxO68Y+6Qc\nTojRTT4BCZFiqjtqCBKkxCod4cTYkmXMRKNo4hoEVTgOUNVRw5y8mVj00uZYDFy0HE4aIwgxKkkQ\nJESKqQg3RRgvbbHFGKPVaMkyZsZ1wdQV1V8CsEhK4cQgSSZIiNFNgiAhUkxlezUgQZAYm7KNWbS6\n2/AH/EM+lzfg48va9VgNFmbkTIvD6EQqMUoQJMSoJkGQECmm0lGFRtFQmC5rA4mxJ9uUSZAgLe62\nIZ9rTc16nL5Ojhq3QNYGEoNmknI4IUY1CYKESCGBYIAD7VWMM+ej1+oTPRwh4i7bmAVAs7tlSOfZ\nWL+Ff9pfwaDRs6To6HgMTaQYk9YESCZIiNFK1gkSIoXUOxvwBLyMl6YIYozKNoWCoBZX7EHQhrpN\nPL7leXQaHf9v7mVxX3hVpAaj1gBIJkiI0UqCICFSyMaGLYDMBxJjV7YxE4Bmd2tMx6+oWMvjW55H\nr9Hx/w67nLKsSfEcnkghWo0WvUYvmSAhRikphxMiRWxptPPGrvew6i0cXnBYoocjxLCIZIJiKYdb\nW7uBP694AoNGzzXzfiQBkBgyk9aIW4IgIRKi1lnP3Wv+0ut2yQQJkQIOtFfzxObn0Gm0/GTuJWSF\nvy0XYqyJvLdbXIPLBK2pWc/TW/+JSW/k6rmXMylzwnAMT6QYo86IS8rhhEiIXS172Oeo6HW7BEFC\njHGtbgePbHwSl9/ND2ddLB/uxJhm0aej1+gGlQlaVb2WZ8tfxKQzcuvxPyMzkDuMIxSpxKQ10u5p\nT/QwhEhJTl9nn9ulHE6kBI/fizfgS/QwRpzH7+HRTU/R7G7hrMmnShmcGPMURSHLmEnzADNBK6q/\n5NnyF0nTmfifeVdQljtxeAcoUopRa8Tt9xAMBhM9lAEJBoN4/N5ED0OIuOj0ShAkBH9a+1d+u+Ju\n9rX1nhYdawLBAM9sfYF9bRUcPe5wvjXhG4kekhAjItuYhcPb3u8XH19Ureb58pcw69L4n/lXUJox\nfoRGKFKFSWckSBC335PoofQrGAzy9NYXuGX57+ns5xt0IZKB0+fqc7uUw4k+tXkcLP3qGZy+ThRF\n4YxJJ7Mgf26ihzUoHr+XivYqAP607hF+pFzEHOucBI9q+L25+33W129iatZkvjf9fBRFSfSQhBgR\nX7fJbsVm7rm0bfmBlfzD/grpejP/M+8KaRsvhoVJG14w1e+OLp46Wr23YxlratcB0NDZRIm1OMEj\nEmJonD5nn9slEyT6tKXRzp62fbS6W6npqGVt7YZED2nQGjobAZhgLcGg0fO3Nc/yT/ur+MZwedyq\n6rV8sO9T8tPy+NGcH6DTyPcdInV83Sa753lBn1Wu4B/2V7Do0/nZ/J9IACSGjTEcBLn6+UY60fa2\n7eeZjS9H/+yQeUxiDOjs5++dBEGiTwccoQzK1fMuR0FJyl+M9Z0NAMzPn8NNR/4PEzKL+c+BFfx5\n/aO0xLiWyGj3zt6PMGgNXHXYZVj06YkejhAjKivSJruHBVOXVX7OC9tfxaq38LP5P6HYUjjSwxMp\nJJL9Gc1rBXV4nTy++XkCgQCH54fmjSbjv/VCHKzT14lG6T3UkSBI9Kmi/QAKCuMtRVj06Un5i7E+\nnLK+siAAACAASURBVAmymfPIS8vl9yf9nCMK5rG7dR93rXmQXS17EzvAOOv0ddLQ2cjkjAmy0r1I\nSb0tmPppxXJe2v46VoOFny34CUWWcYkYnkghxi7lcKNRaO7oP2lyNXP+rNM5omAeAA5v8v1bL8TB\nnN5OzLq0XrdLECR6FQgGqHRUk2+2YdAasBosSfmLsc4ZygTlp+UBoW/mLp15EeeXnUm7t4MH1v+N\nzyq/SJruPf2pdFQDSImPSFk9LZj68f7P+NeON8g0WLl2/pUUphckangihUQzQaN0raCP9v+bzY3b\nmJ49lQtmno7VYAEkEyTGhk5fJ2k6U6/bJQgSvWpyNePyuygJf5i2Gix0+lxJ12o6kgnKS/t6grSi\nKJxYehw/nfcjzLo0Xtj+Gs+Vv4R3DLQGrQw3gRhvkSBIpKbs6IKpoSDow33LeGXnW2QaMvjZgisZ\nl56fyOGJFBKdEzQKM0E7mnfz5u73yTRkcOmsi9BoNFgNVkCCIDE2OH2dpEkmSMSiwtH9w3TkG6Jk\nW/it3tlAljETg1Z/yLZp2WXcdOT/UGodz8qaL/nTuodpcjUnYJTxU+E4ABANXoVINWm6NAxaA83u\nVt7f+wmv7XqHLGMm1y64kgIpERUjyDSIcjiHp52Xtr/Ou3s+Gu5h0eZx8OSW5wH44eyLo/++SyZI\njBXe8PqQUg4nYlIZ/jAdKauy6pPvl6PH76XZ3RIthetJjimb6xdcxcLCI9jvOMBdax5ke/POERxl\nfFW2V6HX6GU+kEhZiqKQbcyiqr2GN3a/R7Yxi+sWXEm+ufffA0IMh4GUw/kDfj6p+A+/XXk3yyo/\n5+09H+IZxnWFAsEAT275B60eB2dPPpWyrEnRbUatAYNGn5Sl70J01ekPdYZL00sQJGJQ0d5zJiiZ\nfjk2RJsi9LxWSIReq+f707/Df007j06fi79seIyP93+WdPOEvAEf1R21FFsK++yIIsRYl23MJEiQ\nHFM21y24sls5rBAjpWtjhH1tFdy+6k98Vb8lur28aTt3rL6fl3e8CSiUWIsJEqSqo6bbeWo76nhg\n3d+ic1yH4p09H7K9eSdz8mZyUunxh2y3GqxJ9WWnED1xekML/pr7mBMki4eIXlU6qsgyZh6SJm9L\nol+OkfbYtj4yQRGKonDc+EWMtxby903P8srOt9jXVsHFM76DUWsY7qHGRXVHDYFgQJoiiJS3oGAu\nnoCXS2deRG5adqKHI1KUqcucoE0N5VR11LB00zOcOflb7G+rYGPDFhQUlhQdzVmTT+Wrhq08v+0l\nKhxVTMwojZ7nP1Ur2dGym3V1X3HqxBNjHs/WRjvv7f2EXFM2/5+9846P7Czv/fdMrxr13lfa0a62\nN+/aXpc1tsEFA8YBTE+Ay703gZCbBJKQEG7C5Sah5SZAQjHEgDE2YMALLriXXXt70e5qVFa9jEYz\n0vQ+5/5xZkbSqo1Gffd8Px99VprT3jk75f29z/P8ng9t+oMZm2ibNSb6vAOIoig32ZZZtwRjKRFk\nmHUfWQTJzIg34sMd8bClYFP6sdWsCYon4nzr7EMY1Ho+2vxgxlGO1KpZ0QLSYOottXxu76f5XsuP\nODlyliG/nU9s/fC80aTVwBvxEYgFERAo1OfTn6zjqpJNEWSucW4ov44byq9b7WHIXOOk0uHCsTDj\nIcmyXa/S8eTlpwHYYKnlgY33UWWuACZqOVPp6CkuOm0zPr4QfFE/P7z4U5SCgj/a8gEM6pknh2aN\nkbgYJxgLYZgjlUhGZi0TSIqgudzhZBEkMwV7wMFrA2+km4hOLq5fzYLJI0PHaR1rB6Aht56bK6/P\n6LiUM9xcNUEzYdHm8Omd/42ftz/JqwNH+acT/4+PNj9Ic4F1YQNfRuz+Ef7hza8iIqXs1VtqyU9a\nA6e+UGVkZGRkVg+tUpqAheJhhgIj6FU6Prv3Uxy+/Hu2FFjZXbJjSrSlzFiCUlDS7xtKPzYadGEP\nOIAJ989sOO+4iD8a4J66O6jJqZp1P7M65RDnlUWQzLolmEqHm+M1LIsgmSk83vZrLrna0n835Nan\nf08ZI6x0OlwwFuTw5WfQKjWoBBVPdPyWTfmNGRX+O5KRoGzqAVQKFe+1vpMacyWPtj3Bt88+xD31\nd3BHza1rot5mJDiKiEhdTjUapQbbWAeX3aAQFJQZ5SaQMjIyMqtNKhIUiAYZCTioMVdRqC/gI83v\nnXF/lUJFqbGYAd8QCTGBQlBw0dkKgICAI+gkGAvNubo9GxeS59lZvG3O/Sbqf/3I3bRk1iuBWNIY\nQXaHk8mEYf8Il1xt1OXU8Lm9f8rf7/8sTfmN6e3pdLgVNkZ4qvt5fFE/d9Yc4j3WdxBNRHn44mMk\nxMS8xzqCzlntsTPlQPle/mzXfydXa+HJy8/wvfM/Iph8c60mqTHsL9vDH+/4GHfU3ApAqaF4Uc9X\nRkZGRmZp0CjUCAj0+QZIiAnKMuhRVWWqIJqIpqM/F5KpcNuLtgAwMClKlCnxRJzWsXYKdHnz2sTL\nNtkyVwMT6XCyCJLJgJf7XwfgUPVBqszl02pgNEoNWqVmRT8Yg7EQL/W9ToEuj0NVB9ldsoPdxdvp\n8vTwXM/Lcx4biUfmtcfOlJqcKj6791M05tZzdvQC/3Li3xn2jyz6vIshmF7l0KEQFNy34W18cttH\n+ODmP1jVccnIyMjISAiCgFapxR8NAFCSgQiqTNcFDRKNR7GNdVBqKGZ7UXP68YXS5eklGAvRXNA0\nr9mBLIJkrgYmjBFkESQzD4FokDeGT5KnzWV7YfOs+5nVJrwR74qNayTgIC7G2Vq4GXUyuvEe6zux\naMwc7np2yoqYKIp0e3rTEaIBn2QxWmZamtQws8bEn+z4OIeqDmIPjPAvJ/6Ns46WJTl3NqREkG7S\nG3xr4WaqzZWrNSQZGRkZmStIpcSBVPMzH6m2FH2+ATrGu4gmojQXNKUfz6YuKJUKtzmDutaJnoAr\n910vs3Y5MniMLx/7RlpUrBcysciWRVCSnmEvvmB0tYexahwdOk4kHuGmygMoFcpZ9zNrzHij/oxS\n0ZYCxwzubka1gQeb3k1cjPNfFx8llogB8FL/6/zLiX/njaGTAPT7JBedpXRKUyqU3N94Lx/Z/D7i\nYoLvnH84naqw0oQmRYJkZGRkZNYmqV5BAKWGDERQMhJkc3Xw8/bfALClsIkSQxFqhSorh7gLzlZU\ngpKNeQ3z7ju5Jkjm2mbQN8zPbE/Q7xvMKgK5mqREm9wsdR58wShf+tEJHn2+fbWHsiokxAQv97+O\nWqGe11LWrDGREBMrVhMzkuzzc2VK25bCTdxQvo8B3xC/63oOX8TPb7ueBcCWdJHrS75hK5fBKW1v\n6U7+dNd/Q0DgF+2/IZ6IL/k15iOYgf2jjIyMjMzqkuoVpFFqyNNZ5t1fr9JRqC+g3zfIcGCEQ1UH\naczdgFKhpNxYxqDfnl78m4tIPMKZkfMcHTzOgG+IxrwNGfW8k9PhZABiiRg/vPhTYqI0vxkPe1b0\n+qNBJ091PZfRa30mgrIxQmY43SFicZHu4Wsz9Ht+9BLO0Bj7SndinKVvQAqzxgisXJh8JJC0uJ6h\nz8+7Gu6hQJfPsz0v8tCFn6Rf8F3uHkDKm1YKyowKUbOhNqeagxX7sQccvDJwdFmuMRdBORIkIyMj\ns+bRJtPhSg3FGTuL1ltqEBB4oPE+7m+8N13HU2kuJy7GM6pJfaHvVb7b8iN+3Po4AM0FTRld26g2\nICDI6XDXOL/reo4B3xBFSXddd2RlRdBvOp/mcNezHLefyer4QCyAWqFGrZjdCFsWQYDbHwbA7goQ\ni69Mmtda4qW+1wC4pfLGefc1a1L9A1ZmhcgRHEUpKMnT5k7bplPp+OAmyQTANtZBiaGYzflWnKEx\nXKExBv1DlBtLUM3xBlgsd9fdgV6l47ddv8cXWdnUgVBcet3qlKsngg4f6aa1Z2zVri8jIyOz1klF\ngjKpB0rxno3v4O/2/zm3VN0w5fGJeqH5U5MGk3Wx79hwFx/a9B5uzLB5sEJQYFIb8a6wE6zM2sE2\n2smzPS9SoMvnwab7AdL9I1eCUCzMudGLABwdPJ7VOQKx0JymCJBlnyCr1aoAvgVsB8LAx2w2W8ek\n7fcCfwfEgIdsNtt3rVarGngIqAW0wD/abLbfWK3WncBhIJWL9m2bzfazbMaVKfaxAA8/beMjb2ui\nKFfPuC8CQDwhMjIWpLzQuJyXX1MM+IZoG+9kY14D5RkYCKx0ryBHYJRCff6sdUqNefXcXnMLz/e+\nwgONb6fPO8BFl42jg8eJJmLLkgo3GZPGyNtq38IvOw7z6sAbvK3utmW93mSCsRAKQZFResNyEAhF\n+eUrl9m2oYCmmrxVGYOMjIzMWidVE1S6gKwEnUqHboYof72lBoCX+15jb8mOORf5RoKjqBUqbqu+\nacG97cwaE2MrOOmVWTuEYmH+/dR/AfChze+hUJ8PrGw6XMvoRaKJKAICne4u7AHHvNbuVxKMBjFr\nzXPuk20k6B2AzmazHQA+B3w1tSEpdr4O3AHcDHzCarWWAB8AnDab7SDwVuDfk4fsBr5ms9luSf4s\nqwACeP38EJd6xjjbIdWbuP2R9LYh57VVCPhSn2SLfWvlDfPsKTFRMLn8IsgfDeCPBdKh2Nm4b8Pb\n+L83/i2bCjZSn1sLwGuDbwITBabLyYGyPQgIafedlSIUC6FTaue1O10uwlEpahoIZZevKyMjI3Mt\nkHKHW0gkaDYqzeUcKNtLn2+Qp7qem3U/URSTi4gFWTX3NmtMBGNBolnWY8isX57o/C12n4Pbqm+i\nIbeOHI0ZhaDAvYIi6MSIlAJ3Z+0hAN4YOrGg40VRJBALzukMB9mLoBuBpwFsNtsbwJ5J2zYBHTab\nbcxms0WA14CbgMeBv03uIyBFiUASQXdbrdZXrFbr961W69yybQno6JdWN1weKZ3I7Quntw2OXjsi\nyBf1c9x+igJdPlsKN2V0TLph6gpEgkZmcIabDUOylqnaXIlSUOJJ5jJXmZY3EpS6dp2lhm5PL74V\ndNPJtmv4UhGNScWSgbD8JSkjIyMzG80FVupyathgqV2S893feC/5ujye6XkxXQN7Jd6oj1A8nHWf\nvJX8rpdZO1xwtvLawBtUWcq5p/5OQEqPzNGYca9QZNAfDXDR2UaFqYw7aw6hV+l4c+jkglyJw/Ew\nIuLypMMBOcDkuxG3Wq0qm80Wm2GbF7DYbDYfQFLk/Bz4fHL7MeB7NpvtpNVq/RvgC8Cfz3XxvDwD\nKtXsNs6zUVRkJhZPcHlImiD7I3GKiswEoxM31umLUFS07Dps1SkqMvP6pSNEEzHubjpESfH8jjUA\nYY20khVVhJf9Pl3ySx++9UWVC7pWfV4V7a5uBAR21DaiU08XCks99n3V27h8vpuBaB83lu9d0nPP\nRigRothQsOjnku3xgbgIQDgaX9fvmfU89qVGvhcS19p9uNae71wsx704VHQdhzZlVo+TGWY+deAj\nfPHFb/AT2+P8051/PaUXEYDTYQegprB8Qc8ptW+xJR/soDKKFOVfm6+Pa+194Q37+OmRX6BUKPmT\n6z5Ked5EmnuBMZee8QEKC03Lnn1yrvMscTHOzfXXUVGaz8GafTzb+QpD8X52lM3ex3Iyo36p5U2u\nKWfO/8dsRZAHmHxWRVIAzbTNDIwDWK3WKuAJ4Fs2m+2R5PYnbDbbeOp34N/mu/jYWGDBAy4qMuNw\neLk86CESlVawBx1eHA4vDlcAhSCgVinoGnDjcFzdjihFRWaG7eP8zvYiGqWGbTlbM37O0aj04nd4\nxpb9PnXa+wHQJ0wLulaVURJBRYYCvONRvEzt/5R6LSwltbo6AN7oPoPVkJkDz2JIiAlC0TAqNIt6\nLou5FyPJ43yB6Lp9zyzHa2G9It8LiWvtPlxrz3cu1tO9KBLKOFR1kOf7XuF7bzzGe6zvmLK9bbAX\nAJOYk/Fzmvz8NXFp8bBzeABz/Nqr+VxPr4Wl4qGWnzAWcnNf/duozauc8vxNChOxRIzuQTsmzfLW\nzb/YKZUzNBmbcDi8NFuaeZZXeLXzJBWq6ozOMeCTMokUMRUOh3dWIZRtOtzrwF0AVqt1P3B+0rZL\nQKPVas23Wq0apFS4o8m6oGeBz9pstocm7f+M1Wrdl/z9NuBklmPKiI7+8fTvqXS4cV+YHKOasgID\nQ84AiYS4nENYE5wdvcB42M3+0j1zeqhfiUGlRykoGQuPz7/zInHM0iNoPuqTKQcrkQqXotJUTo7G\nzEWnbUUayaZCvaubDic9z3A0Tjxx7bkqysjIyKwm99bfSamxhFcGjnDJ2TZlW6rHXibp5DNRbioD\nWHcNMmWyYyw0zsmRs1SbK3lLzc3Ttlu0UrbQcjvEucMe2sc6qcupoSBpyFCXU41epeeCsxVRzGx+\nHohKwRLDHI1SIXsR9AQQslqtR5BMED5jtVoftFqtn7DZbFHgz4BngKNI7nADwF8DecDfWq3Wl5I/\neuC/A1+3Wq0vATcA/5jlmDKifUD6D8zP0TLuCxNPJHD7I1hMWsoLjcTiCRzu4HIOYU0wYYt9/YKO\nUwgKKs3l9PuGCMcj8x+wCBwBJypBSZ5uuj32XGzK38iOoi3cWLF/mUY2HUEQ2FxgxRf105dFN++F\nshZ6BKVEEEAwvPLNYmVkZGSuZdRKNR/e/B4UgoIftz6enviB5KwKM/fYy4SqpKlQv2/5v89kVp+L\nThsA15XuntFIw6LNAZa/V9CpkXOIiOwp2ZF+TKlQsim/EVdoDHtg/v5YINljw/xzpKzS4Ww2WwL4\n5BUPt07a/iTw5BXHfBr49AynO4UkfpYdURTp6HdjMWlorMzlzYt2hkYDRGMJLEYNZQVScf3gqJ+S\nvLmbhq5nQrEwne5uNlhqKcmikWhjbj09nj4uu7vZlL9xGUYo/V+NBLNzttGptHx864eWZVxz0VzQ\nxBtDJ7jgbKUmp2pZr7UWRFBkkggKhGOY9OpVG4uMjIzMtUi1uZK7am/ncNczPNb2az7S/D5AigRp\nFGosmpyszpujMWPRmOmTI0HXBCl3280F1hm35yZF0HJHgk7azyAgsKtk25THNxc0cWrkHC3OVkoz\ncFkMxqRgxnzGCNdUs1SHO4TbH6GxMpd8s1REeHlIUrW5Jk26P9DV7hA3ksyVzOSFNBONufUAdIxd\nXrIxXYk/GiAYC1JkmNseey1RmxQ+9oBj2a+VEkEz9ZFYKWKTI0GyTbaMjIzMqnBHzS3U5lRz3H5a\nWkkXRRxBJ0WGwkUVsVeaKxgPu1esObrM6hBNxGgda6dYXzhr5DAdCVqkTXYkHuXo4PG0SJnMaNBF\nl6cXa14DOZqpNTyb8yVxlopYzUdAFkHTae+T6lgaKyzk50iTx66kCLIYtWkRNORcuPHCemLE7wSg\nUJc/777jvjBf/OFxXjo9ERLfkFuLgED7+PKJoFRKWfECm2OtJiZ1ylJ0+UV0aA1EgqJXRIJkZGRk\nZFYepULJhza/B7VCzaO2XzLktxOJRyjK0h47RZUpmRKXZTTIFRrjG6f+Q64rWuN0jncRjkdoLpjd\n1Ck3XROUvQjyRnz86+n/5Metj3P48rPTtp+0S72Bdk9KhUth0ZqpMlfQMd6Vnv/MRDwR5+X+Izzd\n9TzAvOUU15QI6kjWAzVUWsjPkSJBXYNJEWTSUGTRo1Iqrv5IkF+KBBXo53d86Rzw0DPs5eFnbDz2\nQgcJUUSv0lNpLqfH00ckHp33HNnwxrDUGGt74ZZlOf9yoFGq0Sg1K9IraE2IoPjkmiBZBMnIyMis\nFiWGIu6uux1/NMCPLz0OZF8PlKLSLJkL9WVZF/TG0Anaxy9zxnF+/p1lVo1UKtzcIigVCcouHc4d\n9vKVE/9Ot0dyLWyZobn8CfsZVIKSHUUzz/uaC5qIi3FsY50zbm91tfPl49/gsbZfERcTvLvx7fOW\nJlxbIqjfjUatoKrYRL5Zmjz2O6QJq8WoRaEQJhziMnSgWI+kIkEp54258AYl8wOVUsHTx3r57ZFu\nQEqJi4lxuj0zN2pbDIFogDOOFkoMRdRbapb8/MuJWW1cEREUjCdFkHKNRILkdDgZGRmZVeWWqhsp\n1BfQ4+0DWHwkyLy4SNCFZOqSMzS2qHHILC8XnDY0CjUNuXWz7qNT6tAo1Fmnw50aOctoyMWtlTey\nvWgLo0EnI5NKBwZ9wwz6h9lc0DSro9vWwk0AvNT/+hSXOEfAyXfO/Rf/dua7DPtHuL5sH1848Bfc\nWnXjvOO6ZkSQLxBhYNRPfVkOKqWCAos0eUyJnVyTBoDyQiPhaByXZ+Zwm8sT4muPnWFkfP06yKVF\nUAbpcN6AFOn5w7uaUAgC5y+7AGhI1gW1L0Nd0HH7GWKJGAfK9i57U66lxqQx4Yv4MrZxzJa1UBMU\niU04wsmRIBkZGZnVRa1QcX/DPem/FxsJKtDlo1fpsooEeSM+ejySGHMGXYsah8zyMRYaxx4YYWNe\nA2rl7OZGgiCQq7VknQ6XMlTYVbKdLcmI04VJ9T0nR84CsLtk+6znqM2pZnOBlbaxDs6NXiAhJjh8\n+Vn+8c2vcHb0AhssdXx276d4/6Z3T6spmo1rRgS19kgrEQ2VUn6gUadCo5p4+paUCEo7xM1cF3Su\n00nLZRcnWjOz6VuLOHyjaJQaTOr5G155/VIkqKzASHmhgd4RL4mESENu3bLVBR0dPIZCULCvdPeS\nn3u5MauNxMQ4oXh4Wa+zFkSQXBMkIyMjs7bYWriZTfkbUSlUlGbh/joZQRCoNJXjCDgJxRb2nXbJ\n1YaItBgoR4LWLikjp1TUby4s2hy8UR/xxMJbYqREUK42J+1Al0rDE0WRE/YzaBRqthZunvM89zfc\ni0JQ8Mv2w3yv5cc81f0cZo2ZP2x+P5/Z9UmqzAvrD3nNiKCLXVL0Y2OlVNwlCAJ5ORMTSItREkFl\nBXM7xHkDkiiwu9aneYIoioz4nRTq8jOKsniDUiTIbFBTXWImEk1gHwtgVBsoN5XS7eklmli6CXCf\nd4A+3yBbCjZh0Wam5NcSK2WOsCZqgmJyTZCMjIzMWkIQBD6x9UP8zb7PZLTQOR+V5nJERAZ8Qws6\nLjXBzdGYcYc9SzpPkFk6UlG6Av38TryL6RXkDnsQELBocsjVWqgwldE+1kk4HqHX289o0Mm2oma0\nSs2c5yk1FnNz5fWMhlycdbSwMXcDf73vT9ldsj2rzKFrSAS5EID6ckv6sYKkOYJRp0KtUgJM2GQ7\nZ57EepLpYfax9ZkO548FCMZCGdUDwYToMxs01JRIoqTH7gWkuqBoIpYOeS8FRwaPA3B9+d4lO+dK\nYtJIrx9fdHktRddCnyA5EiQjIyOTHQMOH9HY8jSZ1ig1S+asWm2uBCQHsUxJiAkuOm3kaXPZnG9F\nRMQlR4PWJKMhSQQV6uY3ylqMQ9x42I1JY0SpkObazQVNxMQ4F5ytHBs+BTClQepc3FV7OzU5VdxY\nfh3/c8cfYVBn39fzmhBBsXiC9t4xKopMGHQT/WFT5ggWkzb9WHGeHqVCYGgWEZSOBI2tz0hQSvVn\nYo8N4PFH0WmUqFUKqkukKEevXZrgNy5xXVA0HuW4/TQ5GnPaE369kVp5W25zhLUmguQ+QTIyMjKZ\ncbx1hL/9/jH++jtvcqJ1ZNlrSBdDc0ETKoWKN4ZPZDzObk8vgViQ5gJr2oVWrgtam0xEguafE06I\noIU5xImiyHjYnT4eJpzovt/yY17qfx2DSs+m/I0Znc+g1vOXe/6E9zXdj0qhmv+AObgmRFCP3Usk\nlqCx0jLl8ZRNdioVDiQXtJJ8A4OjgRnf8CmjALcvQiiy/iZ+qdzcjCNBwQg5Bun+VKciQcNSJChl\njtCxRHVBZx0tBGNBrivdnV4tWG+YNJJQ9C5zOlwwFkJAQKvUzr/zMiFHgmRkZGQWRjga52cvtKNU\nCIz7wnzrVy380yOn6U1mWKw1jGoD2wubsQccdGXoBnt6RLLEbi5oShswyXVBaxNnaAyloJwiUGYj\nLyWCQuMLukYgFiSaiKVttgHqLTXcUnkDWwo2saVgE+9ufPuiBU02rPwVV4GO/on+QJNJNUxNmSKk\nKC8wMDjqZ9wXIc88dZKZigQBjIwF08JgvZBW/RmEPkVRxBeIUlgq3Se9VkVxrp5euxdRFDFpjJQZ\nS7js7iaeiC9auBwZklLhDqzTVDiQjBFg+dPhQvEQWqUWhbB66xiT+wTJIkhGRkZmfp56oweXJ8xd\n+2s4uK2Mn73QwZmOUb74g+PctKOcdx6sJ8c4d13ESnN9+T5OjpzlyOBx6i21c+4bS8Q4NnwKk9rI\n5gIr3bJD3JrGGXSRp8vNaC6Rajw6tsBIUCpyZJkktBSCggc23reg8ywH10QkqKVLevM1VkwVQSmb\n7DzTVKEzV11QqiYI1mddUCr/M5NIUCAcI54QMRsmPpCrS834QzFcHskppjG3nkgiSo+3f1HjsvtH\nsI11sMFSR8kS5TKvBqmaIG9kmUVQLLSqqXAwEQlSKQXZGEFGRkZmHpzuEE+92YvFpOHuAzWU5Bv4\n1Lu38b/es4OyQiMvnxnkr75zlFfPZdeXZ7nYmLeBfF0eJ0fOzusSd370Er6on32lu1ApVOkFV2dI\nFkFrjXA8gjfqy7g8IiWCXAuMBKVqiPIyiDatNFe9CBpy+rnQ5WJzXT6FuVMbMG2qzuP+m+s5tKty\nyuNpEXSFQ1wiGRlJsR4d4iYiQZn3CDIbJrzja9J1QVekxGVYFxSJR+n19vPm0Eme6Pgt3zz7ff7m\n9S/xv9/8CrB+DRFSpN3hVqAmaK2IIItRIzdLlZGRkZmHoxeGicYSvPNgPXrtRCJOc10+X/zDvbz/\n9o0ICDz8tA23PzLHmVYWhaBgf9keIvEIP7X9glZX+6xub0eGjgFwoEz6Lrdoc1AJSpxBOR1urbGQ\neiCQap5VChVjCxRB7hkiQWuFqz4d7rkTUoTi7TdtmLZNoRC4+0DttMfLkzbZQ1eIoEAoRkIULGmJ\nHAAAIABJREFUKSswMOQMLMoc4aRtBLc/ggA01xdQnDtzh9ylxhlyYdaa0KnmryXx+Cec4VJUT3KI\n27mxKC2C2sY7uYNbpxwviiItzkv0ePoZ9A8z5BvGEXSmewekyNVa2JS/kZqcqozdQdYqaWOEZawJ\nEkWRUDy8qj2CgLSzUY5RQ69dahC73prbysjIyKwU7cnU/O0N05uYKhUKbttdiSiKPPJcO0dbhnnr\nddUrPcRZuaF8H68PvMkJ+xmpp4tSgzWvgeaCJpoLrOTr8hgLjXPJ2UZtTjXlplJAElD5ujw5ErQG\ncYYWZpSlEBTkai2MhRcaCZroEbTWWPciKBZP8MuXL3NoV8W0SI8vGOX1liEKcnTsby7F5cpsYlqS\nb0AQpkeCUvVA9WU52F3BrNPhuoc9fPOJlvTf9eU5fP5De7I610JIiAlcwTFq8irn35mJSFDOpEhQ\nSgTZescRRRGL1kyJoWjGuqALzlb+49wP038bVHo25NZSbiylzFhKuamUcmPJouwN1xpapQa1QrWs\nNUHheISEmFgTkSCVUsCoUxNPiERiCbTq9WloISMjI7OcJESRjgE3xXn6KWZMV7K/uZTHXuzk1XOD\n3Lmvas0sLOVqLXzxwGfpGO/igquVC85Wzo9e5PzoRQDMahMxMY6IyPVlUzM6CvT5jLjaCMXCGS3A\nyqwMo+lI0Pw14inytbm0jXcSTcRQZ2hkMCGC5EjQknOpZ4ynj/USiyd48Pap9nqvnB0kEk1w242V\nKJWZZ/6pVQqKc/UMOqdGelKiINespcCiZSTDdDiXJ8QrZwe5+0AtapWCrkEpP/IteyrpGfbS3u+m\n3+GjssiU8RizwRPxEhPjFBunr0LNhDc4PRJkMWrYWGnB1jfOb17v5r4b62jMree1wTfp8w1QmzOx\ncnVkUAqLf3jze7HmNZCjMa+ZD/TlQhAETGrTsrrDheKSPbZuFZ3hQBJBapUindYRDMdkESQjIyMz\nA4MOP8FwjF0b5/7+NenV7NpYyLFLI3QOeKYZOq0maqWaTQUb2VSwkXc3vh1HwJkWRKMBqSF9pamM\n3VdkdOQn64JcobF0hEhm9XEuoEY8RaouaDzkpsgwf4NVmKgJkiNBy0AqOnOlvWQsnuD5k/1o1Upu\n2l624POWFxo53T6KJzBhET05Pawkz0BLl4tgODYlt3cmnj7Wy3Mn+inNN7C/uTTdbPTgtnKsVQHa\n+928enaI972lccHjXAiesHTdfH1uRvt7089XPeXx//7OrXzp4RP8+rUuCi06GoskEdQ+djktgtxh\nL+edl6g0lbOvdNeix54QRb79qxY6BmZ2JTHq1Hzwjo1YqzNf0VguTBojw/6RZTv/WugRBJI7nFqp\nSPfeCoZj5JrkVT4ZGRmZK2nvl1KIGivn//49uL2cY5dGeOXc4JoSQVdSZCjgFsMN3FJ5w5z7FaZt\nsl2yCFpDpOq0MqkRTzHhEDe+ABHkRqPUoFOu7pxlJta9MULKqKB3xEdiUl+fU20OxrxhbtxahkGn\nnu3wWUmZI0yuC/IGJ4wCSvKkFK5M6oJSecDtyQl8j92HSqmgrMDA9oZCzAZ1umByOfEmU7RytJlF\nnCaMEaaG7i1GDZ/5g+0YdSp++FQrok96A03uF3Rs+CQJMcH15fuWYugcOT/MSZuDREJEp1ZO+7G7\nAnzl0TMcaRlakustBpPaSDQRJRxfnsLWCRG0MnVks3FlJEg2R5CRkZGZmdT3/5X9CmdiU00ehRYd\nxy7Z6RxcmB3xWiSVbtXvHWI87J72E41H5zmDzHLgDLnQKjXpWuZMyNcmRdAkcwRXaIyvnfwWP7jw\nyIzzHnfYQ642Z01mAq3/SFBSmIQicRxjQUryJXHy++N9CEgpZ9mQMkcYHPWnowupqFOOQUNxvjQB\ntbuC1JbOHuILRWL02SXx0dHvJhZPMODwUVVsQpVM0bt+SynPHOvjTMcoe5uKsxpvJqRsmy26zHob\neQIzR4IAygqM/PG7tvLVn53hh092k7c3n47xbhJiAgGBI0PHUClU7F0Co4NgOMbPX+5Eo1LwhY/s\nTfd3msylnjG++cvzfO/wJSxGLc11ma9sLDXmZMNUX8SHdgFh5kxJiaDVNkaIxBIYtCoMk9LhZGRk\nZGSm097nxqRXU5o/fw2sQhB41831fPfJi/zzI6f5+D2b2bOMc4PlplAvRQwOdz3D4a5npm3P1Vr4\n3wc+t26bpK9HRFHEGXRRoMtfkDiZHAkC6PX08+1zP8AT8YIbRgKjfHLbR7FopXlmNBHDF/VTblyb\nEcD1HwkKTqwgpNLMOgfcdA562N5QmBZFC2XCJnsi0uP1T48Enb/snBKBupLLg5709v4RH50DbmJx\nkZpJTVYPbisH4NWzy9sbIGXbnKPNTATNFglKYa3O4w/v3kQwHMczYiIUD9HvG6Rj/DIjgVF2FG1Z\nEtODw0e68fgj3LW/ZkYBBNLK2cfv3QyArW91rTjTDnHLZJMdikmGHKueDndlJEgWQTIyMjLTcHlC\nOD0hGiosGU84928u5dPv3oZCIfDtX7Xw1Js9iHPMNdYyVeYK3lJ9M3tKdkz7KTEUMx52MxxYvhRy\nmen4YwFC8fCC6oFgaq8gb8THv57+T7wRH/c33MP+sj30evv5lxP/xqBvGJCiQAC5urWZ1rnuI0GT\n+/b02L3s21TC709IHYpvzzIKBFBaYEBgasPUyUYBxXl6SvL0HGkZJhZP8Ed3b0Ktmr6KkUqFqywy\n0u/w88KpAWDCZQ0kwbWhIocLXS6c7lC6ietSk4oE5WhNkMFnqTcQRa9VolbNrpX3by7F6Q7xq5YB\nNLlwabSDc07J+e6miusXPeZgOMbvT/RRkKOb1y60qliKwNhdq9vE1pzsFbTUDVNFUeSCs5XDXc8C\nkKPJTMwuFykRlKoJkkWQjIyMzHRStayNVQubCG7bUMhfvX8X//rzczz+YicjY0Hef/vGdBbJekEh\nKHhnw90zbnul/yg/a3uCXu8AFaaF12/LZEeqR1Cm9tgpUg1Px0LjtIxeIhQPc0/dnRyqvglRFCnS\nF/Lk5af56slv8bEtH0CtlDKJ1qIzHFwFkSDvpEhQ77AXlyfEiVYHlUVGmmqyL5LXqpUUWHRTbLI9\nk4wCdBoVf/3B3TRUWjh2aYS//8Fxzl92TjtPqhgyNYE/aXMAUFM6dQJ7cFs5IvD6+eWraUn1rsk0\nHc4biGDWz27lmeKu/TXsqdwEwOHO5+j29FKuaqDSWJX9YJMMuwLE4iI7Nxaimcd5LNesRaNSLKp/\n01Jg0ix9JGjIb+ebZ7/Pt8/9AEfAycGKA2wr3Lxk518ooigSSxojpN3h5JogGRkZmWl0DUmr4RvK\nFz4RrC4x8/kP7aG62MTLZwb518fPXlX1l1VmKROm3zuwyiPJHl8wyqtnB9O989YDzpCUMZO/AHts\nkNLw9So9Y+FxWpytAOws3gpI7rhvrT3ER5sfJCbG+Na5h3i+9xVAapq7Fln/IigQwaRXU2jR0WP3\n8fypfhKiyO17Fu+vX15oxO2P4A9JQssbjGLQqtKrMGaDhr947w5u3VXBsCvA1x87yzceP8tQMnoU\nTyToHPBQXmhMN0dLiCIKQaCyaGoh2t6mYrRqJa+eG5ozvW4xTBgjzC+CEqKILxjFbJzfVEIQBD52\n5y5UcSMJRQQxruDyiQqOtgwveszDSRvyVPrhXCgEgeI8Pfax4KqmDSxlOpwv6uextl/xf459nUuu\nNpryGvnrfZ/hvdZ3rmr+dMrEQ61SpGuC5EiQjIyMzHScnjAAxXnZmdnkmbV87gO72LahgAvdY3z5\nxycZ84aXcoirRoWpDAGBvnUqguxjAb708Al+8FQrv3ujd7WHkzEpY4OUfflCyNfl4gyN0epqo0CX\nT4mhaMr2PSU7+NSOT6BX6Tg3egGQI0HLhi8YxaRXU1NqxheM8vzJfkx6NfubSxZ97pQ5wlCyLsgb\niE4zCVCrlHzwDit//9F9NFXncq7Tyd99/xiPPNeGrXeccDROQ4UFo05NRVL4lBcap6XO6bUq9m4q\nxukJcal7eWpafBE/aoUqo2ZlgVCMeELMKBIEUrfr3RVNAGzL2YcY0dPWv7CuwjNhT4qgTIpJQRJL\n4Ugct395nNkywZQ2RlicCDppP8MXj/4zL/cfoVCXzye3fYQ/3vGxNWExGo3LIkhGRkYmE8a8IZQK\nId1uIxt0GhWfun8bt+2qZGDUzyPPtS3hCFcPjVJDqbGYft8gCTFBIBrkxb7XiCXW/vdJ/4iPLz18\nEvtYEIUg8Nq5QRKJ9VG3NSGCMmuZMpk8bS6ReIRQPMyWwqYZAw4bcmv5891/TLFBCgAU6TOz015p\n1rUISkcrDOq00UAkmuDWnRUz1ucslLJCaeI96PRL1wpEZzUJqCo28Rfv28kfv2srBTk6njvRz1cf\nPQNMWGI2Vkj/1pTObFF9U8og4dx0gwRRFOkb8RFPZG+j7Y36MKlNGUXI0k54GUSCUtxZe4i7at/C\nR3ffg0mvpr1v8dae9jGpvqckwxW0Cde+1UuJS0WCUpG3bAjFwvyk9efExTjvariHv7nuz9hauHnN\nWExOjgTpZXc4GRkZmVkZ94axmDQoFIv7/FYoBB68vZG6MjMnbQ76R5a27nS1qDRVEI5HcASd/K7r\n9/y8/TecG7242sOalxdPD+ALRnn/7Ru5cVspTk+Yiz2u1R5WRriS7m752oVHgvImCafmgk2z7lds\nKOQv9/wJf7rzk2u23mtdi6BAKIYoSh2WU0YDSoXArbsqluT8Ew5xfgKhGAlRnNEuOoUgCOzaWMQ/\nfOw6Hrh1A1qNEqVCwFotvWA21UoFaBsqZg4LbqjIoazAwKk2xxTXu2gswfcOX+QLDx3jyPnsU8x8\nER9mTWZ+8PM5w81EiaGIu+vvQKvS0FBhwekJ4fKEshprCrsrgEqpmNUV7kpK0/2bVs8cIXWPF2OM\ncHrkHOF4hNuqbuK26ptQKdaWh8mUdDidXBMkIyMjMxMJUWTcFyFviRpJC4LAfTfWAfCb17uW5Jyr\nTXWyLqjL3cOx4VMAOAKjqzmkjOge9qJUCNy0vTzt8vvK2dXvVZgJY6Ex1Ao1xiwcfFO9gjQKNRtz\n6+fcV6/S05g39z6ryboWQb5JzUvry3PQaZQc3Fa2ZF3rJ/cKmjBFmF8UqFUK3nZdDf/0yQP8/Uf3\nUmiRohN7rEX8+Xt3cHDbzIpYEAQObisnFhc5ekESO/5QlK8+epqjF+wA9DuyS7EKxyNEElFM6kwb\npSafr37hjWZhwgUn5YqTDaIoYh8LUJynz3gFLWWJvprmCDqljkJdPq2uduwBR1bnODJ0DAGB/WV7\nl3h0S8OECFKi1SgRkNPhZGRkZK7E648QT4jkmZdmXgKwtb6AujIzJ66SaFClWVq4frr7efwx6bvb\nGVrbEZVYPEHfiI+KIiNqlYL68hwqCo2cbnOk509rGVdonHxdblbZJalIkDW/Ie3+tl5Z3yIoGa0w\n6TWY9Gr+5X9cz/vv2Ljg8yTEBD+59HPOOFqmPK7Xqsgzaxl0+rNKDzMbNFQUTYgOQRDYXJuPUjH7\nbb9+SylKhcCrZ4cQRZFHft9OW7+bbRukfErHeHYRjlRUItXIcy6isXhadOWYssthbqyU3iSLSYnz\nBqIEw/GMU+FgIm1uZBVtsgVB4B0NdxMX4/yy/ck5920ZvcQ/vPlVzk8K/Q/57Vx299CU35jutL3W\nSIsgpQKFIKDXqmQRJCMjI3MFYz7JwCB3CUXQ1RYNqjRJURRHcMJh1xlc3X5/8zHsDBCLJ9KlGNIi\ndhnxhMgbF+2rPLq5icQj+KJ+8rQLrwcCqLfUkqu1cGP5/iUe2cqzrkVQqm+PKRmtMOrUcwqM2RgN\nujgydIzfXn522rbyQiMuT5izHdKbM1OjgGzJMWrY3lBIv8PH8yf7OXphmJoSM5+6fxtajZJRd3aT\ne1+yPiVVrzLrfsEoX3n0DKfaHGyoyGFnQ9Gc+89GTYkZlVJB+0D25gjDCzRFAOn+aTVKhlfZJntH\n0RY25jXQ4mzlpP0M42H3tJ8X+17jP879kGG/nZ+2/oJQTEodPDJ4DIDry/et5lOYk5QI0qil95tR\nr8I/KYVTRkZGRgbGks5wSxkJgqsrGmRQ6ylMFs435NZh1pgYDU5vOTIbLk+Il88MrKgrbI/dC0xt\nd9JcLz2HgSwzdlaKxZgiABTo8/jSDX/DlsLZ64HWC2ur0GCB+AIT6XCLwRORXsyD/mFcobEploG3\n7CjnYreLp49J1oeZWEYvloPbyjjV5uCR59oBePD2RhQKgSKLHodbsn9eaAgz00jQE69epr3fzb5N\nxbM2gM0EtUpBfZmZ9gE3wXAsXTy/EFIpbSULEEGCIFCSp2fIGUjbka8GgiDwQOPb+fLxb/DQhUdm\n3c+sMdGU18hx+2me6XmRrYWbOTJ4HJPauKp9gOYj1Q9BnbSLN+k19I14s3ptysjIyFytpCJBSy2C\nUtGgbzx+jt+83sX/eOfWJT3/SlNlKmc06OT6sn28OnCUHm8/CTGBQph/YfvwkW5eOjNIbWnOtB6M\ny0XPcFIETWp8n6r7GvetbfvylClCXpYi6GpifYugYCodbnHCxB32pH+/4GzlYMWB9N+7rcV8+t3b\n+favWwhH4lgWYXGZKVvq88k1aRj3RdjfXJJOLSvK1dHv8CUd8RY2jpRd81yRIFEUOdM+ilGn4uP3\nbs4qqjaZxqpc2vrdXB700Fy3sK7EAHbXwpzhUpTmG+i1+xj3hjM2VFgOyk2lPNj0blpdM1uZ6lQ6\n7qi+FbPGSMd4F8/3vsILfa+SEBO8x/oHa84MYTKTLbJBWoiIxUVCkXhWgldGRkbmaiTVz2epjBEm\nc2U0qLI4s5rftcht1TeRo81hV/E2LrpsdHl6GQu5M0oJ73NIi7wuT2jlRJDdiyAw5Z7rtUq0auWa\n7+GUigTlZdEj6GpjXc9WvCkRtESRIJguggC2bSjg8x/czak2B41Vy6+clQoFdx+o5bmT/TxwS0P6\n8ZTBwqg7tGARlLJrnisS1DfiY8wbZn9zyaIFEKTqgnp44tXLVBWbyDEubMzZRIIAilMOca7Aqoog\ngANlezhQtmfe/d7VeA/fb/kxOoWWP9r6YTYXWFdgdNmTSodTqVKRIOk96AtGZREkIyMjkyQtgpY4\nEgRXVzSozlJDnaUGgAKdtGjqDLnmFUGiKDI4Ki3yjq9Qf8CEKNJr91FeYESrnsiWEQSBPLN2zYsg\nVyodLsuaoKuJ9V0TtEgHsxSpSJBCUGBzdRCNT69tqCgyce8NdaiUK3PLbttdyZc/sX/KB2dhrjSh\nz8YcIR0JmsMi+2ynlIO7fUPhgs8/E1vq8jnQXMLlQQ//+PAJBkYXlidrdwXQapRYFiieUpGj4Uk2\n2WPeMO41HKLeWbSVj235IJ/d+6k1L4AAIqmaoBlEkIyMjIyMxHKKILi6aoNSFOqTIig4v0PcmDdM\nMCylZ6/Ud7zdFSAcjadbs0wmz6zFF4ymU8bXIhORIFkErWsR5Muil81MuCOSCNpW2EwkEaVt/PKi\nx7YcFOVKk/tsRFA6EjSHRfa5jlEUgsCW+oWnrs2EQiHwsXs2c9+NdYy6Q/yfH53kQndmtpcJUcQ+\nFqQkT7/gGpOypLX5pR7JXcYXjPKFh47xlUfPrGjh5EIQBIGdxVspNmRnRLHSTO4TBBN1ean+UjIy\nMjIy0iTdpFcvSQP3mbjanOJgaiRoPgYnLa6O+1YmEjSTKUKKVIuWsRUaSzaka4K0M/esvJZY3yIo\nGEWpENBpFvfh4glLL+iUG9cF56VFjy1T/NEA0URm1sJFFikSNOpeeAPSiUjQzCLI449wedBDQ6UF\no27pzB9SH9Afv3cz0Vicbzx2llfODs573Lg3TDSWWJAzXIraMjO1pWZOtI7Q3j/OE69exheMMjDq\nTzvOySyOyX2CYHIkaO1+8MvIyMisJKIoMuYNL1nvwtm42qJBBclI0GgGkaDJGSYrFQnqHZbucU3J\n9PlUKuI3voZT4sZCY5g1pnXf42cpWNciyBuMYjKoF+1G5Y540Kv0NOU1oFPqaBltXZGIgSs0xheO\n/l9+dPFnGe2frgnKMhKkUajRKmeOmp2/7EQEtjcULPjcmXCguZQ/f+9O9FoVP3yqlcdf7CAxxz1+\n/bzUdbkqi0JPhSDw4O1Sv6jvH77ES6cHUCabrZ7rzNx2U2Z2JvcJAskdDiaiszIyMjJXM55AhK89\ndoa2vtnbQATDccLROPk5yyuCJkeDvnf4Ig8/3cpTb/Ss2cyH+cjTWlAIiowiQZNF0ErVBLX1j6MQ\nhFnT4YA1WxeUEBOMhd3ka2VTBFjnIsgXiGZVD9TqauffTn+XkcAoIEWCLBozSoWSTfmNOEMu7IGR\nGY+NJWIcGz6VcfRmLp7o+C3BWIgzjhb80fkjFFqNkhyDGkcyEuSL+glkcBxIFtlzmSIsdT3QTGys\nyuXzH9pNab6Bp97s5dtPtBCOTs+bdXlC/PZoDzlGDYd2VWZ1rYYKC9dvKWVkPIgowoff2gTIImip\nSFtkX5kOJ9cEycjIXANc6HLRctnFt3/Vkq5PvpJ0o9RljgSBFA1qqLDQO+LjpTODPP5S55rvVzMb\nSoWSPK0lo5qgwVE/SoVkSLASkSBfMErXkIcNFTkzmgCtdRHki/qJJWJZ9wi62li3IigWTxAIxxZs\nj/3awBt88+z3aR1r59zoBaLxKP5YgBxtDgDNyeZPLc7WGY8/aT/Lf118lOd6XlrU+NvGOjg1cg6V\noCQuxjkzcj6j44py9TjdIcLRCP/wxlf4y1e/yFdOfJOnup6jx9NHQkxMO0YURXxRP6ZZ6oFi8QQX\nupwUWnSUFSw8/WwhFOcZ+JsP7aapOpeTbQ7+6Senpnnq/+yFDiKxBA/csmFRTmPvvmUDJr2avU3F\n3LitjJoSM2194wRC8kR9sVxpkS0bI8jIyFxL2JOp1W5/hP962jZj1CWVEpW/TKYIkxEEgb943w6+\n9PHruP/megDa+xfWrNzpDvKrVy/zw6daV72wv0BfgDviJTKDUVWKlDNcab6BghwdHn+URGJ5o1+t\nPWOIIrO2/VjrIsgVkmqlZVMEiaxmmFarVQF8C9gOhIGP2Wy2jknb7wX+DogBD9lstu/OdozVam0A\nfgiIQAvwP2022/SZ/BX4Q1IkxpShKUIikeAX7U/yQt+raJUawvEIQz572h7bokmKoKQz14XRVt5S\nffO08/T7pHqWI0PHubP2UEaNvK4knojzeNtvEBD4aPODfLflRxy3n+aGiuvmPbYwV0/noIcW++Wk\nsDHS7emly9PD4a5nMamNbMrfyI7irewo2gJAKB4mlohhnsUZrr1vnGA4zvVbylak0aVRp+bP3rOD\nh5+28dr5If7x4RP86bu3U1ls4vXzQxxvHaG+PIcDW0oXdZ1ck5av/I/r045+2zYU0GP3crrNwcay\nleklcLVypTFCyqZeFkEyMjLXAqn60ooiI6faHLx2boiD28un7OPySlkbuSsggkCq0SwrMLJrI/zi\nZanx+a3zZFOIokjHgJvnT/Zz0uYgnhQRhRYd91xfuwKjnplCXR5tSJP2UmPxjPu4PGFCkTjmknFc\nmjYSQ1a8wShqTYxHbU9wZ+0hKkxlSzquli4pm2Q2ETRhjLBWRVDSHlvuEQRkHwl6B6Cz2WwHgM8B\nX01tsFqtauDrwB3AzcAnrFZryRzHfA34vM1mOwgIwH3zXbzLNUSXqx9B70Wp9zHoG57zZ8A3xFde\n/09e6HuVEkMxn937aVSCkiG/HXdKBGmlSXGOxkyNuYoOdxfB2PTam0HfMCC9MW2ujmnbM6HT3c2g\nf5h9pbvYUbyVDZY6Osa70raFc1GYNEe4NNoJwPus7+KfD36BP9ryAfaX7UEpKDhuP813zz+cHutE\no9SZI0HpVLhlqgeaCZVSwUfvauL+m+txecL8nx+f5KHfXeL7v72EXqviQ3daUSyBINOolSiS9UDb\nks/vxEX7os97rXOlCDLqVAjINUEyMjLXBnZXELVKwafv34Zeq+KR59rTve1SjC+zPfZslOYbMOnV\nc0aCItE4r54d5Is/PM6Xf3yKY5dGqCg28f7bN5JjUHP4aDcuz8JNmJaKlDnCXHVBA6N+UMQYMh7F\nq+5DmTeC2xfmmP00J0fO8nL/kSUdkyiKXOhyYdSpqCvNmXEfi1GDQhDWrDGCHAmaSra5RjcCTwPY\nbLY3rFbr5G6Qm4AOm802BmC1Wl8DbgIOzHLMbuDl5O9PIYmnJ+a6+FfOfB0A3VY4B5w7ltmgrXkN\nfGzLBzGo9RQbihgK2BkPuwGwaCYiA82FTfR4+7jkamdX8bYp5xjy21EJSmJinNeHjrGpYGNmF59E\n57hkY7k9GanZW7qTTncXJ0fOzhh9Aqmm5+jgcXJyqgHo9vYAUJ9bi0FtYFfxNnYVb0MURX7f+xK/\n7nyKHk8f5abSeRulnu10olUrsVat7MqAIAjcfaCW4jwD3zt8kdfODVFo0fGnD2ynvHD2fkbZUleW\ng9mg5kSrnfce2rAkIuta5UoRpFQoMOhUciRIRkbmqkcURYbHApTk6SnM1fPBOzfynd9c5LtPXuSv\nPrAr3Wx8uXsEzYYgCDRWWjjdPorTHaLAMtE0fNQd5MXTA7x6dghfMIogwO6NRdy2u5Ibd1cxOupD\no1Lwg6daeezFDj5535YVHXuKlE12y2grm/OtM2apDI76UVV0EkESn4pcB+O+CC1eyeE3NddaKoZd\nAZyeMHuaitOLq1eiUAhYTJo1mw7nSNbCF+lXbtF7LZOtCMoB3JP+jlutVpXNZovNsM0LWGY7BhBs\nNpt4xb5zonTVE45K6XCb6/KpLZ9ZkU+m2FjIXRsPoVJIlr61BZUM9g4zEpWiJZVFxRQVSULooHI3\nv+v6PZ2+Tu5sviF9Dn8kgDviYUfpZpzBcc6NXkBrhhzdwlKrei/0AbBvwxZytCZuzznEQam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LcuDM/zUm1EFW59pkVLi0I9L+tdJS4ipJESH7rZFOeEUvs1LVMHh75AcJQyHIwshxOCEwLBSsHj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\nTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11df7cc50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<abupy.MetricsBu.ABuMetricsBase.AbuMetricsBase at 0x1224ef358>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "buy_factors = [{'xd': 5, 'class': AbuFactorBuyBreak},\n",
    "               {'xd': 10, 'class': AbuFactorBuyBreak}]\n",
    "\n",
    "abu_result_tuple, kl_pd_manger = abu.run_loop_back(read_cash,\n",
    "                                                   buy_factors,\n",
    "                                                   sell_factors,\n",
    "                                                   start='2016-07-26', \n",
    "                                                   end='2017-07-26',\n",
    "                                                   choice_symbols=pair_dict.keys())\n",
    "ABuProgress.clear_output()\n",
    "AbuMetricsBase.show_general(*abu_result_tuple, only_show_returns=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "而且即使再次降低交易频度，不使用跨市场套利的时间优势，选择再隔一天买入交易目标，即下面的构造因子参数buy_today=False，可以看到回测的结果依然好于未基于内外盘统计套利的普通突破策略回测结果。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "买入后卖出的交易数量:199\n",
      "买入后尚未卖出的交易数量:28\n",
      "胜率:41.7085%\n",
      "平均获利期望:4.7901%\n",
      "平均亏损期望:-3.2208%\n",
      "盈亏比:1.0460\n",
      "策略收益: 10.2191%\n",
      "基准收益: -2.2138%\n",
      "策略年化收益: 10.5542%\n",
      "基准年化收益: -2.2864%\n",
      "策略买入成交比例:26.8722%\n",
      "策略资金利用率比例:80.0871%\n",
      "策略共执行244个交易日\n"
     ]
    },
    {
     "data": {
      "image/png": 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1v4bORp7YuwqXx833Z15FUlgCACG6EE6Im+3vWnhC3GzC9SY2Vm2hw9UxKvcg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\nxVATqwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1225a4cc0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<abupy.MetricsBu.ABuMetricsBase.AbuMetricsBase at 0x12219c908>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 买入策略使用AbuFactorBuyPairBreak\n",
    "buy_factors = [{'xd': 5, 'class': AbuFactorBuyPairBreak, 'buy_today': False},\n",
    "               {'xd': 10, 'class': AbuFactorBuyPairBreak, 'buy_today': False}]\n",
    "\n",
    "abu_result_tuple, kl_pd_manger = abu.run_loop_back(read_cash,\n",
    "                                                   buy_factors,\n",
    "                                                   sell_factors,\n",
    "                                                   start='2016-07-26', \n",
    "                                                   end='2017-07-26',\n",
    "                                                   choice_symbols=pair_dict.keys(), \n",
    "                                                   n_process_pick=1)\n",
    "ABuProgress.clear_output()\n",
    "AbuMetricsBase.show_general(*abu_result_tuple, only_show_returns=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 4. 其它市场的配对低频统计套利\n",
    "\n",
    "上述基于期货市场的配对统计套利基于一个条件：两个市场的期货产品相关度非常高，对于期货市场这个条件是天然成立的，但对于其它市场就需要从相关度进行验证，如下使用calc_pair_speed计算比特币和莱特币的趋势变化敏感速度："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.59999999999999998, 0.58367346938775511, 0.78994253276843451)"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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lhqUJZFDcbvdGh8Px1MDLckntUZsdAAAAwBmpmJuj6y5coHmFWVEdd2fjawoY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\nAadLJTrSRO7sKSjTPfP90YJ6Vuem09XtwlzRwvuHynGrKo9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T6uDRe5dc1rWCpe93eguv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\nAIANQQEAADYEBQAA2BAUAABgIxHUtR6RTmZaAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x121c8ff28>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "speed_pair = tl.execute.calc_pair_speed('btc', 'ltc', \n",
    "                           start='2014-03-19', end='2017-07-26', show=True)\n",
    "speed_pair"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "上述第一个结果0.599是btc的趋势变化敏感速度，0.583是ltc的趋势敏感速度，第三个值0.78是btc和ltc的相关度值。\n",
    "\n",
    "如下计算btc和ltc的速度差："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.012480000000000012"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(0.599 - 0.583) * 0.78"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "可以看到结果不具备配对低频统计套利的条件，实际上面示例期货产品中如ZN0，SND这样的配对也是不符合低频统计套利的条件的，如下："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(0.57260273972602738, 0.53424657534246578, 0.32011894704771243)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "0.012278534955254709"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "speed_pair = tl.execute.calc_pair_speed('ZN0', 'SND', \n",
    "                           start='2011-07-28', end='2016-07-26', show=False)\n",
    "print(speed_pair)\n",
    "(speed_pair[0] - speed_pair[1]) * speed_pair[2]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "结果如上所示，即使上述计算速度差满足低频统计套利的条件，但是由于相关度太低，结果也是不可信的，即在实际策略中相关度阀值是第一轮过滤条件，满足一定阀值的情况下才可以使用上述计算接口，之后的章节会示例如何在股票市场综合利用趋势变化敏感速度，相关度来进行低频配对统计套利，请关注公众号中教程更新提醒"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "#### abu量化文档目录章节\n",
    "\n",
    "1. [择时策略的开发](http://www.abuquant.com/lecture/lecture_1.html)\n",
    "2. [择时策略的优化](http://www.abuquant.com/lecture/lecture_2.html)\n",
    "3. [滑点策略与交易手续费](http://www.abuquant.com/lecture/lecture_3.html)\n",
    "4. [多支股票择时回测与仓位管理](http://www.abuquant.com/lecture/lecture_4.html)\n",
    "5. [选股策略的开发](http://www.abuquant.com/lecture/lecture_5.html)\n",
    "6. [回测结果的度量](http://www.abuquant.com/lecture/lecture_6.html)\n",
    "7. [寻找策略最优参数和评分](http://www.abuquant.com/lecture/lecture_7.html)\n",
    "8. [A股市场的回测](http://www.abuquant.com/lecture/lecture_8.html)\n",
    "9. [港股市场的回测](http://www.abuquant.com/lecture/lecture_9.html)\n",
    "10. [比特币，莱特币的回测](http://www.abuquant.com/lecture/lecture_10.html)\n",
    "11. [期货市场的回测](http://www.abuquant.com/lecture/lecture_11.html)\n",
    "12. [机器学习与比特币示例](http://www.abuquant.com/lecture/lecture_12.html)\n",
    "13. [量化技术分析应用](http://www.abuquant.com/lecture/lecture_13.html)\n",
    "14. [量化相关性分析应用](http://www.abuquant.com/lecture/lecture_14.html)\n",
    "15. [量化交易和搜索引擎](http://www.abuquant.com/lecture/lecture_15.html)\n",
    "16. [UMP主裁交易决策](http://www.abuquant.com/lecture/lecture_16.html)\n",
    "17. [UMP边裁交易决策](http://www.abuquant.com/lecture/lecture_17.html)\n",
    "18. [自定义裁判决策交易](http://www.abuquant.com/lecture/lecture_18.html)\n",
    "19. [数据源](http://www.abuquant.com/lecture/lecture_19.html)\n",
    "20. [A股全市场回测](http://www.abuquant.com/lecture/lecture_20.html)\n",
    "21. [A股UMP决策](http://www.abuquant.com/lecture/lecture_21.html)\n",
    "22. [美股全市场回测](http://www.abuquant.com/lecture/lecture_22.html)\n",
    "23. [美股UMP决策](http://www.abuquant.com/lecture/lecture_23.html)\n",
    "\n",
    "abu量化系统文档教程持续更新中，请关注公众号中的更新提醒。\n",
    "\n",
    "#### 《量化交易之路》目录章节及随书代码地址\n",
    "\n",
    "1. [第二章 量化语言——Python](https://github.com/bbfamily/abu/tree/master/ipython/第二章-量化语言——Python.ipynb)\n",
    "2. [第三章 量化工具——NumPy](https://github.com/bbfamily/abu/tree/master/ipython/第三章-量化工具——NumPy.ipynb)\n",
    "3. [第四章 量化工具——pandas](https://github.com/bbfamily/abu/tree/master/ipython/第四章-量化工具——pandas.ipynb)\n",
    "4. [第五章 量化工具——可视化](https://github.com/bbfamily/abu/tree/master/ipython/第五章-量化工具——可视化.ipynb)\n",
    "5. [第六章 量化工具——数学：你一生的追求到底能带来多少幸福](https://github.com/bbfamily/abu/tree/master/ipython/第六章-量化工具——数学.ipynb)\n",
    "6. [第七章 量化系统——入门：三只小猪股票投资的故事](https://github.com/bbfamily/abu/tree/master/ipython/第七章-量化系统——入门.ipynb)\n",
    "7. [第八章 量化系统——开发](https://github.com/bbfamily/abu/tree/master/ipython/第八章-量化系统——开发.ipynb)\n",
    "8. [第九章 量化系统——度量与优化](https://github.com/bbfamily/abu/tree/master/ipython/第九章-量化系统——度量与优化.ipynb)\n",
    "9. [第十章 量化系统——机器学习•猪老三](https://github.com/bbfamily/abu/tree/master/ipython/第十章-量化系统——机器学习•猪老三.ipynb)\n",
    "10. [第十一章 量化系统——机器学习•ABU](https://github.com/bbfamily/abu/tree/master/ipython/第十一章-量化系统——机器学习•ABU.ipynb)\n",
    "11. [附录A 量化环境部署](https://github.com/bbfamily/abu/tree/master/ipython/附录A-量化环境部署.ipynb)\n",
    "12. [附录B 量化相关性分析](https://github.com/bbfamily/abu/tree/master/ipython/附录B-量化相关性分析.ipynb)\n",
    "13. [附录C 量化统计分析及指标应用](https://github.com/bbfamily/abu/tree/master/ipython/附录C-量化统计分析及指标应用.ipynb)\n",
    "\n",
    "[更多阿布量化量化技术文章](http://www.abuquant.com/article)\n",
    "\n",
    "\n",
    "更多关于量化交易相关请阅读[《量化交易之路》](http://www.abuquant.com/books/quantify-trading-road.html)\n",
    "\n",
    "更多关于量化交易与机器学习相关请阅读[《机器学习之路》](http://www.abuquant.com/books/machine-learning-road.html)\n",
    "\n",
    "更多关于abu量化系统请关注微信公众号: abu_quant\n",
    "\n",
    "![](./image/qrcode.jpg)"
   ]
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